{"meta":{"query_hash":"d4ece9d8ed4f","filters":{"venue":"Epidemiologia e Psichiatria Sociale"},"cohort_total":11,"direct_labels_cover":0,"predictions_cover":11,"exported":11,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/d4ece9d8ed4f","api":"https://metacan.xera.ac/api/v1/cohort?venue=Epidemiologia+e+Psichiatria+Sociale"},"results":[{"id":"W2043074211","doi":"10.1017/s1121189x00002335","title":"Mood and anxiety disorders, the association with presenteeism in employed members of a general population sample","year":2007,"lang":"en","type":"article","venue":"Epidemiologia e Psichiatria Sociale","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Anxiety; Association (psychology); Clinical psychology; Sample (material); Psychology; Mood; Mood disorders; Presenteeism; Population; Psychiatry; Medicine; Environmental health; Psychotherapist; Social psychology; Chemistry","score_opus":0.02137903695657398,"score_gpt":0.3633711700929824,"score_spread":0.3419921331364084,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043074211","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9861144,0.00023410977,0.0012301018,0.008825267,0.00048811335,0.0012872923,0.000020855243,0.000061148705,0.0017387071],"genre_scores_gemma":[0.9933604,0.00047331926,0.0042197485,0.001015635,0.00054792647,0.00006346838,0.00006268522,0.000022171114,0.00023466804],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99598366,0.0017595812,0.00096449873,0.00029839276,0.00023314534,0.000760719],"domain_scores_gemma":[0.99174875,0.006964847,0.0009044565,0.00019713488,0.000083206076,0.000101625934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009654157,0.00016830079,0.00048824764,0.00008938256,0.0006836214,0.0000046287214,0.00012598673,0.00042236954,0.00003430514],"category_scores_gemma":[0.004115047,0.00011604129,0.000074621596,0.0004377551,0.00006478601,0.000108189786,0.00007275912,0.0007797597,0.0000034352918],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019576374,0.000030080726,0.9873612,0.00006985273,0.00002581972,1.04878914e-7,0.0019301736,0.00013213074,0.000009921584,0.005740697,0.0025439917,0.0019602515],"study_design_scores_gemma":[0.0013743122,0.00006184786,0.9775523,0.000043462423,0.00003319555,1.5741907e-7,0.0017301281,0.0003248258,0.0000022739748,0.01659665,0.0021581622,0.0001226963],"about_ca_topic_score_codex":0.02757452,"about_ca_topic_score_gemma":0.037635565,"teacher_disagreement_score":0.010855953,"about_ca_system_score_codex":0.00035646374,"about_ca_system_score_gemma":0.0001962557,"threshold_uncertainty_score":0.9799251},"labels":[],"label_agreement":null},{"id":"W2084185963","doi":"10.1017/s1121189x00007855","title":"Evaluating the closure or downsizing of psychiatric hospitals: social or clinical event?","year":2000,"lang":"en","type":"article","venue":"Epidemiologia e Psichiatria Sociale","topic":"Historical Psychiatry and Medical Practices","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Institut universitaire en santé mentale de Montréal","funders":"","keywords":"Closure (psychology); Psychiatry; Cognitive reframing; Mental health; Social psychiatry; Psychology; Epidemiology; Health care; Medicine; Psychotherapist; Political science","score_opus":0.238481964692115,"score_gpt":0.5382912145885766,"score_spread":0.2998092498964616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084185963","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9003764,0.0055842698,0.0003335082,0.034309234,0.015035495,0.0014030773,0.00006852579,0.00030066766,0.042588852],"genre_scores_gemma":[0.93599325,0.0009401661,0.010206933,0.00758662,0.01880579,0.00018777166,0.00003109842,0.0001015268,0.026146825],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9873974,0.007186184,0.0028646828,0.0009512537,0.0006210927,0.0009794418],"domain_scores_gemma":[0.98488134,0.012281364,0.0016803034,0.0007478773,0.00015246648,0.00025662422],"candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.015940495,0.00044511296,0.0014585706,0.0000888667,0.0010895261,0.000026056357,0.0010737604,0.0009895981,0.019408504],"category_scores_gemma":[0.013985141,0.00025327055,0.0010259515,0.00096385286,0.00084103807,0.00020081307,0.000094170144,0.0017814875,0.00093902723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.008607469,0.001372604,0.07022325,0.00009833736,0.00080875016,0.000018552277,0.0039382507,0.000026201908,0.000008570197,0.012510853,0.46595535,0.43643183],"study_design_scores_gemma":[0.011971473,0.008969128,0.2923656,0.00009093659,0.0023834005,0.000058694062,0.006528691,0.00022366426,0.0000018697707,0.039095428,0.63668454,0.0016265545],"about_ca_topic_score_codex":0.00034622793,"about_ca_topic_score_gemma":0.00013490228,"teacher_disagreement_score":0.43480527,"about_ca_system_score_codex":0.000103881495,"about_ca_system_score_gemma":0.00075326825,"threshold_uncertainty_score":0.99999195},"labels":[],"label_agreement":null},{"id":"W2103944116","doi":"10.1017/s1121189x00002670","title":"Regionalised Tertiary Psychiatric Residential Facilities","year":2008,"lang":"en","type":"article","venue":"Epidemiologia e Psichiatria Sociale","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Montréal; Simon Fraser University; Riverview Hospital; Provincial Health Services Authority; Institut universitaire en santé mentale de Montréal","funders":"","keywords":"Staffing; Mental health; Service (business); Residential care; Scale (ratio); Medicine; Psychiatry; Nursing; Business; Geography","score_opus":0.05773079958186472,"score_gpt":0.32409228749834496,"score_spread":0.26636148791648023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2103944116","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9755269,0.0038271674,0.0001940704,0.015242802,0.000707938,0.0007864291,0.0000622178,0.0003244643,0.003327984],"genre_scores_gemma":[0.97003084,0.0012622424,0.014017889,0.0009408159,0.0021807249,0.00012401506,0.00016978175,0.000037664926,0.011236025],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99703735,0.00050200726,0.00066718034,0.00056771154,0.00049821765,0.0007275417],"domain_scores_gemma":[0.9980176,0.0007540725,0.0001973796,0.0005007423,0.00015765903,0.00037254408],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008134945,0.0003084881,0.00073552335,0.00023414312,0.00056836376,0.000013789435,0.00020443494,0.00028211626,0.00091962516],"category_scores_gemma":[0.0020391196,0.00024411733,0.00059168687,0.00041106902,0.00034436677,0.00012871853,0.000091738155,0.00048217064,0.0005336044],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0034913705,0.00030201627,0.70117474,0.000059710117,0.0003218364,0.00014723394,0.00021028599,0.000003265748,0.00008853491,0.007815798,0.2854694,0.00091578177],"study_design_scores_gemma":[0.006575186,0.00044947205,0.956024,0.000019736943,0.00016475508,0.00026411857,0.00018336799,0.0000330596,0.0001247075,0.02642689,0.0094242385,0.00031045807],"about_ca_topic_score_codex":0.0006860487,"about_ca_topic_score_gemma":0.00014255047,"teacher_disagreement_score":0.27604517,"about_ca_system_score_codex":0.00020544467,"about_ca_system_score_gemma":0.0011700516,"threshold_uncertainty_score":0.9999937},"labels":[],"label_agreement":null},{"id":"W2107832369","doi":"10.1017/s1121189x00005546","title":"The WHO World Health Report 2001 on mental health","year":2002,"lang":"it","type":"article","venue":"Epidemiologia e Psichiatria Sociale","topic":"Family Caregiving in Mental Illness","field":"Psychology","cited_by":104,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mental health; Action (physics); Schizophrenia (object-oriented programming); Quarter (Canadian coin); Developing country; Psychiatry; Psychology; Medicine; Business; Economic growth; Geography; Economics","score_opus":0.08287944250636843,"score_gpt":0.37701448906037593,"score_spread":0.2941350465540075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2107832369","genre_codex":"commentary","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024669146,0.063791685,0.0001458821,0.7144125,0.061624397,0.0051406994,0.0006582223,0.0007898803,0.1287676],"genre_scores_gemma":[0.2169503,0.038776286,0.0028390395,0.17556821,0.016116707,0.0006962046,0.00071480457,0.00068416906,0.5476543],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.97852814,0.010612895,0.003872252,0.0021406591,0.00094866136,0.0038973896],"domain_scores_gemma":[0.9861196,0.0063003595,0.0041534994,0.0024239921,0.0001251366,0.00087738904],"candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01966515,0.0011159356,0.0025327369,0.00025790543,0.008451402,0.000343229,0.0015945499,0.0006588776,0.0020692423],"category_scores_gemma":[0.0038509294,0.00090787414,0.0010590971,0.0014309257,0.0012615167,0.00015032693,0.00043938268,0.0025969779,0.0036265173],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001557242,0.00062477344,0.026422435,0.00007305525,0.0004034618,0.0000540312,0.0031837097,0.000024778681,0.000001749505,0.021005899,0.9198182,0.028232157],"study_design_scores_gemma":[0.0026944717,0.0015696675,0.0350325,0.00044378525,0.00006302787,0.00012202109,0.005100705,0.00026967074,0.0000027816998,0.004479911,0.9491402,0.0010812572],"about_ca_topic_score_codex":0.006368261,"about_ca_topic_score_gemma":0.004776267,"teacher_disagreement_score":0.5388443,"about_ca_system_score_codex":0.0033220812,"about_ca_system_score_gemma":0.0007539407,"threshold_uncertainty_score":0.99970406},"labels":[],"label_agreement":null},{"id":"W2126095145","doi":"10.1017/s1121189x00001615","title":"Positive orientation: explorations on what is common to life satisfaction, self-esteem, and optimism","year":2010,"lang":"en","type":"article","venue":"Epidemiologia e Psichiatria Sociale","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":190,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"McGill University","funders":"","keywords":"Optimism; Life satisfaction; Psychology; Confirmatory factor analysis; Construct (python library); Social psychology; Declaration; Subjective well-being; Future orientation; Dimension (graph theory); Structural equation modeling; Happiness; Statistics; Mathematics; Political science; Computer science","score_opus":0.030033019577424932,"score_gpt":0.3528029518778656,"score_spread":0.32276993230044065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2126095145","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9520695,0.00018768993,0.00071649684,0.029859954,0.008064486,0.00075594854,0.000048689613,0.0004048635,0.0078923395],"genre_scores_gemma":[0.972598,0.00022336644,0.005669722,0.01916916,0.001548676,0.0002086446,0.000047700225,0.000035516296,0.0004992236],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9970631,0.0007277076,0.0006694121,0.0008383415,0.0002030897,0.0004983418],"domain_scores_gemma":[0.99696153,0.0016775767,0.00034403,0.0004995404,0.0001294094,0.0003878969],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00129475,0.00033142764,0.0005295331,0.00016020662,0.00068216806,0.00013499617,0.00017402483,0.000561578,0.0011197746],"category_scores_gemma":[0.00078719686,0.00030344972,0.00015247954,0.00040498129,0.00014955849,0.00040412252,0.000056452434,0.0008755834,0.0011527392],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006404373,0.0006862386,0.45627296,0.00001778184,0.00052650564,0.000013117977,0.021350302,0.000099156656,0.0007620126,0.30017996,0.15499425,0.06445729],"study_design_scores_gemma":[0.0010902492,0.000723606,0.95604247,0.000021311058,0.00009368353,0.000012674792,0.0036098743,0.000029253582,0.000048259884,0.028588666,0.009276089,0.00046383977],"about_ca_topic_score_codex":0.0005754061,"about_ca_topic_score_gemma":0.00025789297,"teacher_disagreement_score":0.49976954,"about_ca_system_score_codex":0.00007019603,"about_ca_system_score_gemma":0.00006371403,"threshold_uncertainty_score":0.99994177},"labels":[],"label_agreement":null},{"id":"W2140205593","doi":"10.1017/s1121189x0000556x","title":"Packages of care in the Departments of Mental Health in Lombardy","year":2002,"lang":"it","type":"article","venue":"Epidemiologia e Psichiatria Sociale","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Medicine; Mental health; Care in the Community; Mental health care; Mental illness; Health care; Public health; Family medicine; Day care; Nursing; Psychiatry","score_opus":0.08238582183382866,"score_gpt":0.4138481411818617,"score_spread":0.33146231934803305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140205593","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8516114,0.02730868,0.00022773417,0.11018863,0.0021290819,0.0054533514,0.000997897,0.000033600194,0.0020496363],"genre_scores_gemma":[0.9802784,0.011819288,0.004603784,0.0025263652,0.0002693344,0.00008304238,0.00026253733,0.000026870406,0.00013040169],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9847643,0.010779119,0.0028889903,0.00043892022,0.00029378448,0.0008348941],"domain_scores_gemma":[0.9956763,0.0021445043,0.0013820394,0.00047438632,0.00021023456,0.00011256356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0075926776,0.00028124798,0.0013082149,0.0002521061,0.00058736315,0.000007631572,0.000389623,0.0005824844,0.00035162998],"category_scores_gemma":[0.00281302,0.00022187982,0.00020986777,0.0009919826,0.00018347228,0.00012377524,0.0000940487,0.0010726699,0.00003854933],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001331554,0.0008147897,0.82648045,0.001136884,0.000052177176,0.0000020154635,0.13224642,0.002486069,0.000009899755,0.0071327467,0.021764673,0.0077407244],"study_design_scores_gemma":[0.011739558,0.0034812093,0.7089885,0.0028751632,0.00011536374,0.0000026445098,0.24175116,0.01775456,0.000024514848,0.0035961336,0.008627111,0.0010440944],"about_ca_topic_score_codex":0.0040885946,"about_ca_topic_score_gemma":0.009521519,"teacher_disagreement_score":0.128667,"about_ca_system_score_codex":0.000589168,"about_ca_system_score_gemma":0.0009877272,"threshold_uncertainty_score":0.90479964},"labels":[],"label_agreement":null},{"id":"W2201041546","doi":"10.1017/s1121189x00001597","title":"Development and validation of the RQC: a daily contact log for ACT and ICM teams","year":2010,"lang":"en","type":"article","venue":"Epidemiologia e Psichiatria Sociale","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université du Québec à Montréal; Université de Montréal; Institut universitaire en santé mentale de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Computer science; Chemistry","score_opus":0.050644242068792984,"score_gpt":0.38459926659212024,"score_spread":0.33395502452332726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2201041546","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9912301,0.00020847374,0.0001988641,0.004194179,0.0024158463,0.0010208156,0.000026679521,0.00004175965,0.0006632979],"genre_scores_gemma":[0.9893159,0.000045247387,0.009190596,0.00038603225,0.00058417395,0.000100844045,0.000024933759,0.000015653106,0.0003365699],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9982723,0.0004310608,0.0006133046,0.00025154825,0.000092616945,0.00033914577],"domain_scores_gemma":[0.996376,0.0026846777,0.00054315926,0.00020213985,0.00012325912,0.00007079664],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028331974,0.00014280847,0.0004400469,0.000043907323,0.00083276164,0.00000672166,0.00013767787,0.00034864433,0.000036010977],"category_scores_gemma":[0.0033568675,0.00009565184,0.00009231833,0.00011670175,0.00011595631,0.00006139504,0.00010766629,0.00044736336,0.0000053610197],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019096662,0.00005409018,0.90700924,0.00026551948,0.000084529915,1.3279443e-7,0.011378919,5.023514e-7,0.0049879355,0.022182442,0.030513363,0.023332361],"study_design_scores_gemma":[0.002346696,0.000115376395,0.8960512,0.000069227215,0.00015028846,0.0000014065755,0.004565545,0.000020636868,0.0011338157,0.020355385,0.074920334,0.00027005214],"about_ca_topic_score_codex":0.0003170363,"about_ca_topic_score_gemma":0.0006102213,"teacher_disagreement_score":0.04440697,"about_ca_system_score_codex":0.0000527557,"about_ca_system_score_gemma":0.0005485102,"threshold_uncertainty_score":0.6405013},"labels":[],"label_agreement":null},{"id":"W2287250061","doi":"10.1017/s1121189x00000531","title":"Patterns of benzodiazepine use in a Canadian population sample","year":2009,"lang":"en","type":"article","venue":"Epidemiologia e Psichiatria Sociale","topic":"Sleep and related disorders","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Anxiety; Population; Benzodiazepine; Medicine; Confidence interval; Depression (economics); Psychiatry; Panic disorder; Telephone interview; Clinical psychology; Internal medicine; Environmental health","score_opus":0.03519012184187502,"score_gpt":0.32232035592281943,"score_spread":0.2871302340809444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2287250061","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9938636,0.00054791296,0.00026577225,0.0025926174,0.0009271262,0.0003528964,0.00013793468,0.00005530984,0.0012568709],"genre_scores_gemma":[0.9970639,0.00006988033,0.0009666263,0.0013473929,0.00017200196,0.000011799913,0.0002404425,0.0000140636885,0.000113943504],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977897,0.0004946406,0.00066994724,0.00032757802,0.00008340729,0.0006347614],"domain_scores_gemma":[0.9984523,0.0008074039,0.00025947968,0.00027846053,0.00003903488,0.00016331775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000966685,0.00017050457,0.0004625231,0.0003094726,0.00008329291,0.000008055606,0.00017662988,0.0004678996,0.0006512679],"category_scores_gemma":[0.0020634688,0.00016315874,0.00016527045,0.00037680985,0.00002901131,0.00009685943,0.000011880822,0.00031215683,0.00004691141],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038054666,0.00011111508,0.960045,0.0000030382826,0.00006307721,0.000004286856,0.00054843375,0.0001285871,0.000006504891,0.027391719,0.0024054267,0.009254765],"study_design_scores_gemma":[0.0010961544,0.00009987508,0.9793336,0.000013629915,0.000044932083,8.648537e-7,0.00028200253,0.00004488421,0.0000016993454,0.017856127,0.0010537005,0.00017255626],"about_ca_topic_score_codex":0.87574,"about_ca_topic_score_gemma":0.6809178,"teacher_disagreement_score":0.19482219,"about_ca_system_score_codex":0.00015430237,"about_ca_system_score_gemma":0.00011262686,"threshold_uncertainty_score":0.7130926},"labels":[],"label_agreement":null},{"id":"W2330295974","doi":"10.1017/s1121189x00003201","title":"Towards a dynamic description of major depression epidemiology","year":2004,"lang":"en","type":"article","venue":"Epidemiologia e Psichiatria Sociale","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"South Health Campus; Alberta Health Services; University of Calgary","funders":"","keywords":"Epidemiology; Declaration; Population; Actuarial science; Depression (economics); Acknowledgement; Medicine; Computer science; Environmental health; Economics","score_opus":0.07879986579270527,"score_gpt":0.40807644802330184,"score_spread":0.3292765822305966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2330295974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9708061,0.005990484,0.009036546,0.0038711387,0.0031775273,0.00092419283,0.00006376388,0.00019050114,0.005939721],"genre_scores_gemma":[0.984511,0.00018332445,0.012871357,0.0011307045,0.00036119227,0.00018501598,0.00012636594,0.000033651242,0.00059737853],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9956565,0.0013665871,0.0013621326,0.000657547,0.00013520134,0.00082206196],"domain_scores_gemma":[0.9972496,0.0010585714,0.0009578202,0.00047767122,0.00007570051,0.00018064948],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003014139,0.00032396536,0.0010788614,0.0001656923,0.0003170178,0.0000056310296,0.00038790348,0.00057313486,0.0007042021],"category_scores_gemma":[0.0013556841,0.00026482798,0.0003680604,0.00033849187,0.00028252436,0.00015873695,0.000116739655,0.00037881752,0.00032941328],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010402574,0.001217397,0.71385914,0.00020024036,0.00040886822,0.000022279182,0.001665306,0.00013803347,0.000860293,0.16565564,0.0060403054,0.108892225],"study_design_scores_gemma":[0.0043561542,0.00045464007,0.7142223,0.0000797156,0.00015931921,0.000016269549,0.00056371803,0.000032861546,0.0001644573,0.2791016,0.000494398,0.00035452712],"about_ca_topic_score_codex":0.004116397,"about_ca_topic_score_gemma":0.00036881445,"teacher_disagreement_score":0.11344595,"about_ca_system_score_codex":0.00034316527,"about_ca_system_score_gemma":0.00012708976,"threshold_uncertainty_score":0.9999804},"labels":[],"label_agreement":null},{"id":"W2409182361","doi":"10.1017/s1121189x00001172","title":"Primary care and the early phases of schizophrenia in the Czech Republic","year":2010,"lang":"en","type":"article","venue":"Epidemiologia e Psichiatria Sociale","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Universität Zürich; Sanofi","keywords":"Czech; Anxiety; Psychosis; Mental health; Psychiatry; Early psychosis; Global Positioning System; Schizophrenia (object-oriented programming); Primary care; Medicine; Family medicine; Psychology","score_opus":0.023709286190471246,"score_gpt":0.3097290000461873,"score_spread":0.28601971385571606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2409182361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98089623,0.00459053,0.0000063893303,0.011163858,0.00020657263,0.0010799473,0.000026566822,0.000035860307,0.0019940385],"genre_scores_gemma":[0.9934986,0.00042739685,0.004695459,0.00062135264,0.00051912037,0.00012623408,0.00004573232,0.00001375369,0.000052328887],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9977599,0.0007415636,0.0005004946,0.00031238547,0.00030709922,0.00037860638],"domain_scores_gemma":[0.995871,0.0031492093,0.00021095127,0.000542973,0.0001290683,0.000096813455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0030316268,0.00018520418,0.0006395713,0.000108423046,0.00020765253,0.000026653392,0.00028830554,0.00018861589,0.000045504876],"category_scores_gemma":[0.0043296954,0.00008813647,0.00023769714,0.00038964133,0.0006893795,0.0000734091,0.00010090196,0.00086446124,0.000007760788],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.019396693,0.00044066765,0.72490686,0.00020237795,0.00032921578,0.00004468501,0.0038085736,6.6420324e-7,0.0007693021,0.1538392,0.0036270868,0.09263469],"study_design_scores_gemma":[0.017400743,0.00052197196,0.9543441,0.00003671754,0.00018289233,0.000033736793,0.0010147888,0.00001419084,0.00014701196,0.025570462,0.0006045836,0.00012883042],"about_ca_topic_score_codex":0.00095602614,"about_ca_topic_score_gemma":0.0009928978,"teacher_disagreement_score":0.22943723,"about_ca_system_score_codex":0.000047663678,"about_ca_system_score_gemma":0.0005560545,"threshold_uncertainty_score":0.5183363},"labels":[],"label_agreement":null},{"id":"W2461867928","doi":"10.1017/s1121189x00002281","title":"Do findings from new trials for schizophrenia fit with existing evidence: not duped … just beguiled?","year":2007,"lang":"en","type":"article","venue":"Epidemiologia e Psichiatria Sociale","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Toronto","keywords":"Enthusiasm; Schizophrenia (object-oriented programming); Psychiatry; Chlorpromazine; Psychology; Psychotherapist; Medicine; Pharmacology; Social psychology","score_opus":0.37954558196906957,"score_gpt":0.4590657360432732,"score_spread":0.07952015407420365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2461867928","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97312844,0.004419169,0.006725707,0.010820891,0.00079253793,0.0033160767,0.00019189292,0.00031895263,0.0002863206],"genre_scores_gemma":[0.77543324,0.00029263366,0.21554993,0.0008936717,0.005952756,0.00017821998,0.00020320158,0.00008507343,0.0014112497],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9944801,0.00065260206,0.0017288227,0.0010970016,0.00068867515,0.0013528059],"domain_scores_gemma":[0.97125363,0.025973119,0.0007898532,0.0007245162,0.00037228322,0.00088659],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.012725609,0.0005765166,0.0022601348,0.0002694541,0.0006032123,0.00009269602,0.0003812271,0.00053671934,0.00053370633],"category_scores_gemma":[0.051331583,0.0004027069,0.0008180623,0.0005930768,0.00020217815,0.00021848791,0.00012587752,0.0007057545,0.00015012742],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.31136033,0.00081639836,0.40044224,0.00036585485,0.004186445,0.00031264784,0.00200637,0.000024381436,0.005365098,0.030079756,0.11759632,0.12744415],"study_design_scores_gemma":[0.107089505,0.007858257,0.77240795,0.0024422728,0.0063897944,0.00007830163,0.0032590965,0.0003257191,0.0124127995,0.07977744,0.0055297627,0.0024291072],"about_ca_topic_score_codex":0.0020958548,"about_ca_topic_score_gemma":0.0013417671,"teacher_disagreement_score":0.37196568,"about_ca_system_score_codex":0.00049004745,"about_ca_system_score_gemma":0.0020000844,"threshold_uncertainty_score":0.99984246},"labels":[],"label_agreement":null}]}