{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":240,"total_is_capped":false,"direct_labels_cover":6,"predictions_cover":240,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"query_hash":"3d8dba187b6b","filters":{"venue":"BMJ Open Quality"}},"results":[{"id":"W3179812932","doi":"10.1136/bmjoq-2020-001293","title":"Scoping review of balanced scorecards for use in healthcare settings: development and implementation","year":2021,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":64,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Research Canada; University of British Columbia; University of Calgary","funders":"Institute of Musculoskeletal Health and Arthritis; Canadian Institutes of Health Research; University of British Columbia; Arthritis Society","keywords":"Balanced scorecard; Health care; Variety (cybernetics); Process management; Business; Knowledge management; Computer science; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.4002211291808144,"gpt":0.6483663952838797,"spread":0.2481452661030653,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006549252,0.0001045887,0.000689499,0.00003667274,0.0002714036,0.00001408854,0.0001301431,0.00007688166,0.0001285957],"category_scores_gemma":[0.001149075,0.0001007131,0.00003676355,0.0001828369,0.00001367642,0.0002506208,0.0003393258,0.0001667978,0.000003294392],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003578042,"about_ca_system_score_gemma":0.006938491,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00262808,"about_ca_topic_score_gemma":0.02220435,"domain_scores_codex":[0.9962603,0.001247886,0.001641218,0.0003012836,0.000201687,0.000347574],"domain_scores_gemma":[0.9974882,0.00100468,0.0007018264,0.0002950547,0.0004163063,0.00009391992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001460116,0.00004042622,0.497716,0.377946,0.0000224094,0.000003717941,0.002916135,7.160124e-8,0.00003212026,0.002990397,0.0138275,0.1043592],"study_design_scores_gemma":[0.003388881,0.00005732128,0.8228887,0.1488279,0.00001822636,0.000001663667,0.00379401,0.000002293195,0.0005217067,0.000412687,0.01973073,0.0003559001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6715625,0.0429918,0.001476531,0.1961596,0.001529493,0.08242742,0.0008956493,0.0001008164,0.002856211],"genre_scores_gemma":[0.08752509,0.02982303,0.1967022,0.6586964,0.0003479084,0.02240054,0.003202923,0.0001154358,0.001186497],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5840374,"threshold_uncertainty_score":0.9986913,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4383106751","doi":"10.1136/bmjoq-2023-002316","title":"Patient, hospital and environmental costs of unnecessary bloodwork: capturing the triple bottom line of inappropriate care in general surgery patients","year":2023,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Patient care; Medicine; Triple bottom line; Line (geometry); Operations management; Nursing; Surgery; Engineering; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.07407098436815152,"gpt":0.3584416923269729,"spread":0.2843707079588214,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001188453,0.0001296263,0.0003430095,0.00004191533,0.00008944292,0.00001942213,0.0002219225,0.00006794206,0.0001187801],"category_scores_gemma":[0.0001578467,0.00009938751,0.0000466129,0.0002583555,0.0001552834,0.0002100923,0.0008786907,0.0001209714,0.00001404704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000140741,"about_ca_system_score_gemma":0.00002120388,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006930779,"about_ca_topic_score_gemma":0.001183852,"domain_scores_codex":[0.9981466,0.0002757873,0.0006411549,0.0002648816,0.0003580536,0.0003135197],"domain_scores_gemma":[0.9989743,0.0001859608,0.0004300965,0.0003059936,0.000006646132,0.0000970502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001158102,0.000202976,0.9605424,0.00008654165,0.000005414027,0.00000380068,0.006432076,0.00004534341,0.0001901896,0.000005267453,0.000508108,0.03186202],"study_design_scores_gemma":[0.0006918958,0.0001524686,0.9934676,0.00009470064,0.000006755432,3.984952e-7,0.004008215,0.0000903628,0.001162967,0.00007172127,0.00009887513,0.0001540684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973411,0.0001009124,3.561893e-7,0.0002913284,0.0001392537,0.001565814,0.0003209674,0.000007598087,0.0002326555],"genre_scores_gemma":[0.9992749,0.0001929644,0.0000430344,0.0001447179,0.00001986436,0.0000749965,0.0002098239,0.00001243894,0.00002725811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03292511,"threshold_uncertainty_score":0.9996821,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4205526334","doi":"10.1136/bmjoq-2021-001491","title":"Understanding challenges of using routinely collected health data to address clinical care gaps: a case study in Alberta, Canada","year":2022,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Alberta","funders":"Government of Alberta","keywords":"Data quality; Data collection; Usability; Health care; Quality management; Quality (philosophy); Coding (social sciences); Data science; Medicine; Computer science; Operations management; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.8664265929207197,"gpt":0.6713881693599765,"spread":0.1950384235607432,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0149329,0.0002085686,0.001382043,0.0001420355,0.001708232,0.00001483547,0.001340977,0.00008858338,0.0003127501],"category_scores_gemma":[0.001789082,0.0002137941,0.00004462626,0.0006982742,0.00002781574,0.0001670309,0.005041892,0.001011446,0.000001936936],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007151306,"about_ca_system_score_gemma":0.04132881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9957766,"about_ca_topic_score_gemma":0.9995576,"domain_scores_codex":[0.9816933,0.01304963,0.002996313,0.0008081733,0.0006909024,0.0007617285],"domain_scores_gemma":[0.9926558,0.00374775,0.001268214,0.001772335,0.0001637849,0.0003920792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001237593,0.0006964807,0.8441521,0.002045736,0.0001066964,0.000792188,0.08729337,0.00007992996,4.94018e-7,0.001165978,0.06085994,0.001569501],"study_design_scores_gemma":[0.003699933,0.0004094765,0.2640609,0.000170679,0.00002420931,0.00003298079,0.7226085,0.00007568185,7.147231e-8,0.00003799623,0.008557064,0.000322435],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484205,0.0004671907,0.00002511647,0.02833703,0.001308099,0.01601927,0.001688143,0.00002350923,0.003711177],"genre_scores_gemma":[0.9856669,0.00002509312,0.0002876798,0.01306014,0.00009088079,0.0005023961,0.0001383429,0.00003136984,0.0001972312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6353151,"threshold_uncertainty_score":0.9995914,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3006328022","doi":"10.1136/bmjoq-2019-000749","title":"Doing our work better, together: a relationship-based approach to defining the quality improvement agenda in trauma care","year":2020,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Quality (philosophy); Work (physics); Trauma care; Psychology; Medicine; Medical emergency; Engineering; Epistemology","retraction":null,"screen_n_in":null,"score":{"opus":0.279542813247049,"gpt":0.5591420238053373,"spread":0.2795992105582882,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005433227,0.0002026887,0.0003794033,0.00006195965,0.001040587,0.00009514721,0.0006647207,0.0001843745,0.0001349408],"category_scores_gemma":[0.001807231,0.0001546712,0.00007917302,0.0009922477,0.00001874998,0.0002002833,0.0003278149,0.0008700041,0.0003130898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004304093,"about_ca_system_score_gemma":0.001664236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002527491,"about_ca_topic_score_gemma":0.001772552,"domain_scores_codex":[0.9927595,0.004458087,0.001355252,0.0005227067,0.0004960113,0.0004084141],"domain_scores_gemma":[0.9974972,0.0008116042,0.0006029777,0.0005913003,0.0003143421,0.0001825809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003213565,0.0005128839,0.4507035,0.001231565,0.0000468585,0.000001887776,0.3625047,0.00111607,0.0002462417,0.04997033,0.03926418,0.09118821],"study_design_scores_gemma":[0.002033564,0.00009311485,0.585607,0.0004753317,0.00001569363,9.284491e-8,0.38067,0.0001754516,0.00009940957,0.0003638929,0.02998069,0.0004857597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8024324,0.00006897366,0.008905477,0.1437933,0.0009520214,0.01034151,0.0001067172,0.00009588787,0.03330373],"genre_scores_gemma":[0.9301402,2.371219e-7,0.013005,0.05241703,0.0002053014,0.003499869,0.000170146,0.0000255584,0.000536662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1349035,"threshold_uncertainty_score":0.8003458,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3015402007","doi":"10.1136/bmjoq-2019-000635","title":"Opioid stewardship: implementing a proactive, pharmacist-led intervention for patients coprescribed opioids and benzodiazepines at an urban academic primary care centre","year":2020,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Public Health Ontario; University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Pharmacist; Opioid; Intervention (counseling); Benzodiazepine; Clinical pharmacy; Medical prescription; Emergency medicine; Primary care; Family medicine; Pharmacy; Internal medicine; Nursing","retraction":null,"screen_n_in":null,"score":{"opus":0.09890568124929038,"gpt":0.4345085092906685,"spread":0.3356028280413781,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005765727,0.0003607795,0.0007215253,0.00005289543,0.0002613586,0.00009961236,0.0003194289,0.000133806,0.00011181],"category_scores_gemma":[0.0003236777,0.0003345764,0.0001863883,0.0001471262,0.00005029479,0.0005315937,0.0008274901,0.000229278,0.00001284322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004315219,"about_ca_system_score_gemma":0.0001787987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000231749,"about_ca_topic_score_gemma":0.00006086902,"domain_scores_codex":[0.9969316,0.0003784652,0.0009080958,0.0008423565,0.0004357441,0.0005037785],"domain_scores_gemma":[0.9982545,0.00009133089,0.0005039399,0.0003885564,0.0003402464,0.000421406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00689026,0.00106997,0.9041185,0.005125226,0.0004401585,0.00000636388,0.02964041,4.102218e-7,0.001344964,0.00008817309,0.003085721,0.04818978],"study_design_scores_gemma":[0.04235691,0.002477067,0.9096575,0.0006186682,0.0008361958,0.00000380137,0.01227877,0.0002860127,0.01018562,0.00008081973,0.02033596,0.0008826332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981877,0.0005496939,0.00004952289,0.000931488,0.0001528211,0.01462271,0.001203045,0.0000972678,0.0005165098],"genre_scores_gemma":[0.9874403,0.00004425193,0.001836469,0.001080848,0.0001905576,0.001354345,0.00772386,0.00006428896,0.0002650045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04730715,"threshold_uncertainty_score":0.9999107,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2802292216","doi":"10.1136/bmjoq-2017-000177","title":"Reducing the rate of post-surgical urinary tract infections in orthopedic patients","year":2018,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Orthopedic surgery; Urinary system; Medicine; Surgery; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.08487861168410553,"gpt":0.4396344450334478,"spread":0.3547558333493422,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003196538,0.0001308418,0.0003235856,0.0001372972,0.0001664705,0.00003225763,0.0002138416,0.00006442071,0.0006595983],"category_scores_gemma":[0.000757787,0.00009365235,0.00009624231,0.0005246705,0.0001830014,0.0002767531,0.0003325021,0.0002630357,0.0001110667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001043462,"about_ca_system_score_gemma":0.0001523794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003387047,"about_ca_topic_score_gemma":0.0001496464,"domain_scores_codex":[0.99793,0.0006638257,0.0006900735,0.0002774702,0.0002249535,0.0002136199],"domain_scores_gemma":[0.9983712,0.0002869522,0.0003086002,0.0007009768,0.000255475,0.00007679279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001463008,0.03683816,0.9330689,0.0001867324,0.0001376351,0.000117403,0.001344891,0.00002393116,0.00006426468,0.002027285,0.001471731,0.02325606],"study_design_scores_gemma":[0.002217497,0.005418828,0.9735922,0.0001371101,0.00005528038,0.0001129528,0.0002207339,0.00003341484,0.00007508624,0.00009814768,0.01790262,0.0001361458],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449944,0.00001163539,0.00001780558,0.002191538,0.0002699716,0.002675509,0.00001198485,0.00002835406,0.04979876],"genre_scores_gemma":[0.9977406,0.00001141834,0.0001145723,0.0003740433,0.0001527316,0.0002031264,0.00002939971,0.00001456306,0.001359538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05274617,"threshold_uncertainty_score":0.7222139,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4362521291","doi":"10.1136/bmjoq-2022-002134","title":"Barriers and facilitators to improving patient safety learning systems: a systematic review of qualitative studies and meta-synthesis","year":2023,"lang":"en","type":"review","venue":"BMJ Open Quality","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"London Health Sciences Centre; Ottawa Hospital; Canadian Red Cross Society; University of Ottawa","funders":"","keywords":"Qualitative research; Psychology; Knowledge management; Medical education; Computer science; Medicine; Sociology","retraction":null,"screen_n_in":null,"score":{"opus":0.6611878788013483,"gpt":0.6508768580194302,"spread":0.01031102078191815,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04109829,0.0006289539,0.01068845,0.0002469722,0.0008264896,0.000009458666,0.000515449,0.0003198973,0.00007165213],"category_scores_gemma":[0.1322575,0.0004090875,0.0004341819,0.0006968641,0.0002052675,0.0002014006,0.001365093,0.0007584742,0.00009587748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004041883,"about_ca_system_score_gemma":0.001101938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008028134,"about_ca_topic_score_gemma":0.00006252274,"domain_scores_codex":[0.9526851,0.03902408,0.006148363,0.0008425214,0.0008046523,0.0004952505],"domain_scores_gemma":[0.9689618,0.02100831,0.007947601,0.0009151663,0.000630739,0.0005363831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001987492,0.000006817653,0.000003538416,0.956749,0.003538029,0.000001437184,0.03129332,7.218656e-7,1.417616e-8,0.0006274765,0.000376986,0.007382821],"study_design_scores_gemma":[0.0001199077,0.00008252474,0.000004115511,0.7462784,0.01435694,0.000001771489,0.1474903,0.000001292735,3.375546e-8,0.00001962154,0.09120861,0.0004364488],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001342598,0.96222,0.0001443551,0.000508051,0.0003047417,0.03555107,0.001009068,0.0000660884,0.0001831827],"genre_scores_gemma":[0.00003643456,0.9468098,0.0001997604,0.0003822995,0.00001870087,0.05131793,0.00004367642,0.00005581211,0.001135589],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2104705,"threshold_uncertainty_score":0.9998361,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2767224757","doi":"10.1136/bmjoq-2017-000076","title":"Improving cardiac operating room to intensive care unit handover using a standardised handover process","year":2017,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"St. Michael's Hospital; Health Sciences Centre; Institute of Health Services and Policy Research; Sunnybrook Health Science Centre; Mount Sinai Hospital","funders":"Canadian Patient Safety Institute","keywords":"Handover; Medicine; Patient safety; Teamwork; Protocol (science); Checklist; Medical emergency; Emergency medicine; Computer science; Health care; Psychology; Computer network","retraction":null,"screen_n_in":null,"score":{"opus":0.1422683207625575,"gpt":0.4974520238498603,"spread":0.3551837030873028,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001082219,0.0002568318,0.0008903593,0.00005097769,0.001035424,0.0007707415,0.0004953828,0.0001066183,0.000165707],"category_scores_gemma":[0.0074619,0.0001936488,0.0001804148,0.00009696364,0.00006039285,0.0005391079,0.0009171804,0.0002370472,0.00002153771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001814744,"about_ca_system_score_gemma":0.0008381944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004052689,"about_ca_topic_score_gemma":0.0001699535,"domain_scores_codex":[0.9979574,0.0001264322,0.0005242484,0.0005106744,0.0004882999,0.0003929332],"domain_scores_gemma":[0.9962926,0.00007184291,0.0003685649,0.001156829,0.001654658,0.0004555202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002174959,0.0001080552,0.9029944,0.001263142,0.0003581491,0.0002507966,0.0209913,0.0000767674,0.01227718,0.0002067949,0.001366152,0.05793232],"study_design_scores_gemma":[0.01437688,0.0008314622,0.8223939,0.00338355,0.0005561843,0.00004306093,0.1080811,0.001161576,0.03906451,0.00009477048,0.008134812,0.001878228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870606,0.00009354081,0.0006713661,0.001207267,0.0003957424,0.003951703,0.0001471091,0.00003680529,0.006435856],"genre_scores_gemma":[0.9935833,0.000001352077,0.002602389,0.001583415,0.0002313383,0.0001121032,0.00002570715,0.00003829014,0.001822136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08708975,"threshold_uncertainty_score":0.893313,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2964699959","doi":"10.1136/bmjoq-2019-000686","title":"Exploring stakeholder perceptions around implementation of the Operating Room Black Box for patient safety research: a qualitative study using the theoretical domains framework","year":2019,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Carleton University; Ottawa Hospital","funders":"","keywords":"Stakeholder; Patient safety; Qualitative research; Context (archaeology); Psychology; Medical education; Medicine; Nursing; Public relations; Health care; Political science; Sociology","retraction":null,"screen_n_in":null,"score":{"opus":0.7685603237774485,"gpt":0.6616233816395345,"spread":0.106936942137914,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02323639,0.0001725057,0.0004017155,0.00006261863,0.002600247,0.00002152435,0.0007593267,0.0001080955,0.0008149464],"category_scores_gemma":[0.003540345,0.0001028321,0.0001150537,0.0005357578,0.0004167979,0.000454591,0.0008603859,0.0009308696,0.00004003791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004062737,"about_ca_system_score_gemma":0.0008430021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001461696,"about_ca_topic_score_gemma":0.0006669646,"domain_scores_codex":[0.9809689,0.01537029,0.00157401,0.0004406174,0.00107323,0.0005729735],"domain_scores_gemma":[0.9898186,0.007261954,0.0009740793,0.001122513,0.000711299,0.0001115519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003010612,0.0003821803,0.02755937,0.0001299544,0.00007804806,1.061485e-7,0.8113201,0.0003041098,0.000169972,0.1587639,0.000154893,0.0008362937],"study_design_scores_gemma":[0.001325773,0.0003145089,0.1041834,0.0003665585,0.00003284668,1.534698e-7,0.8863841,0.0002173793,0.00005488509,0.006458613,0.0005129758,0.0001488929],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595003,0.000003733189,0.009993287,0.005539959,0.0005438071,0.02330168,0.0002299429,0.00001600419,0.0008713177],"genre_scores_gemma":[0.993817,0.000004390226,0.002077634,0.0006624468,0.000127535,0.003141966,0.00003569719,0.00002713439,0.0001062317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1523053,"threshold_uncertainty_score":0.9986982,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2902612591","doi":"10.1136/bmjoq-2018-000433","title":"Importance of safety climate, teamwork climate and demographics: understanding nurses, allied health professionals and clerical staff perceptions of patient safety","year":2018,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Southlake Regional Health Center; University of Toronto; York University","funders":"","keywords":"Teamwork; Patient safety; Context (archaeology); Nursing; Health care; Psychological intervention; Perception; Safety climate; Psychology; Mental health; Safety culture; Medicine; Occupational safety and health; Management; Political science; Psychiatry","retraction":null,"screen_n_in":null,"score":{"opus":0.180629683799968,"gpt":0.5306474973265569,"spread":0.3500178135265889,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005968085,0.000211754,0.0008203555,0.0001089847,0.001514344,0.000003669738,0.0002540248,0.0002062877,0.0003481914],"category_scores_gemma":[0.0006426862,0.0001785929,0.00006742734,0.0004117388,0.0007342205,0.0002546439,0.000574848,0.0004200536,0.000008752581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002221367,"about_ca_system_score_gemma":0.000654267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002140974,"about_ca_topic_score_gemma":0.001145152,"domain_scores_codex":[0.9939272,0.002127993,0.002333947,0.0004841592,0.0005093463,0.0006172933],"domain_scores_gemma":[0.9952572,0.0009203771,0.002632703,0.0005661327,0.0002551003,0.0003685126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002276737,0.0006248346,0.8946642,0.001648758,0.0000662837,4.910905e-7,0.02358882,0.000003002769,0.00005484975,0.0706709,0.0022253,0.004175771],"study_design_scores_gemma":[0.001769976,0.0005354633,0.903506,0.001910563,0.00002847302,0.000001744407,0.08688991,0.00006730795,0.000005339029,0.001445035,0.003571135,0.0002690142],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750201,0.0001410201,0.002776644,0.008614974,0.0005916785,0.006509635,0.001010176,0.00005623508,0.005279609],"genre_scores_gemma":[0.9939792,0.001209255,0.002661099,0.001666691,0.00006030783,0.0001787617,0.0001728017,0.00002275184,0.00004918385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06922586,"threshold_uncertainty_score":0.9997855,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2902413143","doi":"10.1136/bmjoq-2018-000483","title":"Educational intervention to reduce treatment of asymptomatic bacteriuria in long-term care","year":2018,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Saskatchewan Health Authority; Saskatchewan Health; University of Saskatchewan","funders":"","keywords":"Medicine; Bacteriuria; Asymptomatic; Urinary system; Asymptomatic bacteriuria; Antibiotics; Audit; Urine; Intervention (counseling); Emergency medicine; Pediatrics; Internal medicine; Nursing","retraction":null,"screen_n_in":null,"score":{"opus":0.1002522759283667,"gpt":0.5015136621383781,"spread":0.4012613862100115,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004567726,0.0001081344,0.0002893321,0.0001533778,0.00003701002,0.00002984116,0.0001348573,0.00003490226,0.001319853],"category_scores_gemma":[0.0001243787,0.00009874585,0.00008011628,0.0002181755,0.00004045402,0.0001423062,0.0001158442,0.00003199193,0.0001970651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005365218,"about_ca_system_score_gemma":0.0001276471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001623765,"about_ca_topic_score_gemma":0.001084073,"domain_scores_codex":[0.9987402,0.0001853619,0.0005433529,0.0002361471,0.0001660917,0.0001288604],"domain_scores_gemma":[0.9990113,0.00004845987,0.0001954933,0.0005175357,0.0001494105,0.00007777804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0013835,0.01549988,0.8147391,0.001268378,0.0002506698,0.00001406383,0.006972811,0.000002380195,0.001817802,0.001224831,0.0006376437,0.1561889],"study_design_scores_gemma":[0.001797579,0.003277418,0.9898466,0.00047012,0.00005346681,0.00001472227,0.0004311549,0.00000297005,0.003446714,0.00006169583,0.0004879168,0.0001095996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845487,0.00002401077,0.000103329,0.001601809,0.0002784695,0.003401765,0.00001287614,0.00001376719,0.01001521],"genre_scores_gemma":[0.9949302,0.000003081483,0.001220888,0.00008402439,0.0001562915,0.0006218923,0.0001141856,0.00001040208,0.002859024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1751075,"threshold_uncertainty_score":0.9995931,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2898182175","doi":"10.1136/bmjoq-2018-000425","title":"A comparison of hospital-acquired pressure injuries in intensive care and non-intensive care units: a multifaceted quality improvement initiative","year":2018,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Pressure Ulcer Prevention and Management","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Niagara Health System; Humber River Regional Hospital","funders":"","keywords":"Medicine; PDCA; Emergency medicine; Intensive care unit; Health care; Quality management; Environmental health; Intensive care medicine; Operations management","retraction":null,"screen_n_in":null,"score":{"opus":0.1939783523099961,"gpt":0.5427590550846277,"spread":0.3487807027746316,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00202013,0.000343181,0.001245521,0.0001505234,0.0004847602,0.00004678199,0.0005898463,0.0002622544,0.0002143402],"category_scores_gemma":[0.00506988,0.0003168904,0.00008055475,0.0004167109,0.0004337182,0.0004138885,0.002498828,0.0004063156,0.00002983199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000182901,"about_ca_system_score_gemma":0.0004606938,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01361612,"about_ca_topic_score_gemma":0.01181986,"domain_scores_codex":[0.9937071,0.002755413,0.001871865,0.0006976699,0.0004471129,0.0005208284],"domain_scores_gemma":[0.9857219,0.0004865844,0.00167535,0.000874695,0.01107596,0.0001654892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00154283,0.0001733268,0.2104271,0.003887028,0.0003641146,0.000002970732,0.7635639,0.000002605267,0.0004806003,0.001078168,0.008948239,0.009529164],"study_design_scores_gemma":[0.003532611,0.0007494512,0.3349704,0.0007555859,0.00007974281,4.072604e-8,0.653026,0.00005578248,0.001608753,0.0001675597,0.004710091,0.0003439615],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737499,0.0004996846,0.0004786532,0.001493478,0.0008913467,0.0156907,0.000769518,0.0000667951,0.006359976],"genre_scores_gemma":[0.9938927,0.00001518817,0.0004015486,0.003559511,0.0000782251,0.001400864,0.0002038655,0.0000283369,0.0004197453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1245433,"threshold_uncertainty_score":0.9999283,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3104325437","doi":"10.1136/bmjoq-2020-000972","title":"Comparison of active versus passive surveillance adverse event reporting in a paediatric ambulatory chiropractic care setting: a cluster randomised controlled trial","year":2020,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Pediatric Pain Management Techniques","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Alberta","funders":"Canadian Institutes of Health Research; Alberta Innovates; University of Alberta; Children's Health Research Institute","keywords":"Medicine; Chiropractic; Ambulatory; Adverse effect; Physical therapy; Cluster randomised controlled trial; Randomized controlled trial; Incidence (geometry); Pediatrics; Emergency medicine; Internal medicine; Alternative medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.1269672593749181,"gpt":0.4734180921955067,"spread":0.3464508328205886,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007369572,0.00027742,0.002285017,0.0001502406,0.00006479659,0.00002570745,0.0003347955,0.0001606258,0.0000556244],"category_scores_gemma":[0.06006539,0.0002511314,0.000429488,0.0005234898,0.00005570693,0.0002236361,0.0004478334,0.000493522,0.000007203983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003327939,"about_ca_system_score_gemma":0.0005875922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003502097,"about_ca_topic_score_gemma":0.00008341161,"domain_scores_codex":[0.9921866,0.00231505,0.003756418,0.0006224614,0.000770282,0.0003491563],"domain_scores_gemma":[0.9882535,0.002846799,0.007800879,0.0006050496,0.000294491,0.0001993159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9060006,0.00046198,0.08003227,0.0005641795,0.0002893363,0.0001191534,0.003759792,0.00008236306,0.00008763059,0.00001151941,0.001849015,0.006742149],"study_design_scores_gemma":[0.801011,0.0008779434,0.1889416,0.00007780836,0.0003324615,0.000001470503,0.006397118,0.001612114,0.0001527964,0.00001282528,0.0002474856,0.0003353556],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625461,0.0001372337,0.0004053267,0.002237089,0.0002494962,0.02968109,0.00001511493,0.0001102653,0.004618323],"genre_scores_gemma":[0.9960183,0.0000131508,0.001192462,0.0005410166,0.000370145,0.00174598,0.0000619655,0.00002671521,0.00003026863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1089093,"threshold_uncertainty_score":0.9999941,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2940211750","doi":"10.1136/bmjoq-2018-000427","title":"Establishing a tele-clinic service for kidney transplant recipients through a patient-codesigned quality improvement project","year":2019,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Kidney transplant; Medicine; Service (business); Service quality; Kidney; Kidney transplantation; Business; Internal medicine; Marketing","retraction":null,"screen_n_in":null,"score":{"opus":0.5484353872394713,"gpt":0.5769595694634223,"spread":0.02852418222395103,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01189827,0.0004830117,0.001168486,0.00008188402,0.001285926,0.0001017146,0.001125621,0.000392909,0.001650939],"category_scores_gemma":[0.0007276122,0.0004125778,0.0002164884,0.0004739558,0.00003318076,0.001027347,0.0005976175,0.000687017,0.0009901111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006897759,"about_ca_system_score_gemma":0.002445856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03314126,"about_ca_topic_score_gemma":0.003390778,"domain_scores_codex":[0.9890178,0.003553022,0.003659928,0.001203531,0.001061592,0.001504139],"domain_scores_gemma":[0.9926337,0.00255902,0.002269509,0.001445039,0.0005538787,0.0005388465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02826296,0.005332022,0.5954433,0.05420707,0.0004267932,0.000005258157,0.1844172,0.000004659496,0.003442177,0.005705088,0.07701033,0.04574312],"study_design_scores_gemma":[0.07513982,0.01641045,0.08093949,0.0263981,0.0004183725,0.000003077109,0.135699,0.0008375652,0.006236025,0.01260077,0.6385956,0.00672172],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9132149,0.00002813076,0.000811889,0.002044302,0.003913714,0.05835604,0.003148705,0.0001305906,0.0183517],"genre_scores_gemma":[0.8430293,0.00004194215,0.01277441,0.1001597,0.000489019,0.02670583,0.006946429,0.0001587459,0.009694594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5615852,"threshold_uncertainty_score":0.9998326,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390631672","doi":"10.1136/bmjoq-2023-002522","title":"Decision-maker roles in healthcare quality improvement projects: a scoping review","year":2024,"lang":"en","type":"review","venue":"BMJ Open Quality","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Sherbrooke","funders":"Fonds de Recherche du Québec - Santé; Fonds de recherche du Québec","keywords":"Health care; Decision analysis; Delegation; Quality (philosophy); Knowledge management; MEDLINE; Business; PsycINFO; Public relations; Psychology; Political science; Management science; Medicine; Engineering; Computer science","retraction":null,"screen_n_in":null,"score":{"opus":0.9081338577017571,"gpt":0.8319016124325302,"spread":0.0762322452692269,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.08795182,0.0009538268,0.006649163,0.0005393626,0.0008868383,0.0002049494,0.002610453,0.0007333295,0.001084083],"category_scores_gemma":[0.02493107,0.0007141668,0.0005750907,0.003033228,0.0001263316,0.0006165112,0.003639603,0.002909052,0.003502292],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003114859,"about_ca_system_score_gemma":0.03292544,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01963516,"about_ca_topic_score_gemma":0.04374214,"domain_scores_codex":[0.9546586,0.02456637,0.01425794,0.002319183,0.002048773,0.002149165],"domain_scores_gemma":[0.97751,0.01191623,0.006145479,0.003012369,0.0006043674,0.0008114905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001123454,0.00002663577,0.00004131626,0.4584887,0.00001784203,0.000007759164,0.0007424497,1.129469e-8,2.116632e-8,0.001051052,0.01289684,0.5267161],"study_design_scores_gemma":[0.0003144065,0.00004292991,0.00006160423,0.5080476,0.00008779552,0.000002702646,0.0004825081,4.038679e-7,2.619412e-8,0.0004618889,0.4899795,0.0005185784],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001118032,0.892952,0.00005815515,0.01729169,0.001412539,0.08554278,0.001054833,0.0001313088,0.001545475],"genre_scores_gemma":[0.000003354445,0.908123,0.001209966,0.04881394,0.0003767957,0.04027029,0.0001660031,0.0001117722,0.0009249081],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5261976,"threshold_uncertainty_score":0.9998291,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3003557089","doi":"10.1136/bmjoq-2019-000780","title":"Development and implementation of a standardised emergency department intershift handover tool to improve physician communication","year":2020,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"University of Ottawa","keywords":"Handover; Medicine; Patient safety; Session (web analytics); Audit; Quality management; Descriptive statistics; Emergency department; Medical emergency; Medical record; Stakeholder; Operations management; Emergency medicine; Computer science; Nursing; Business; Health care; Telecommunications; Engineering; Statistics; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.08222290617126442,"gpt":0.4558583816806417,"spread":0.3736354755093773,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004852846,0.00009106356,0.0002885362,0.00001569252,0.00006289497,0.0000204537,0.0001207568,0.00001921676,0.0002147208],"category_scores_gemma":[0.0001081657,0.00007119586,0.00004079045,0.00009305638,0.00001221885,0.0001062272,0.0003270371,0.00004550166,0.00000945423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005327324,"about_ca_system_score_gemma":0.0001453894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001277151,"about_ca_topic_score_gemma":0.0001150473,"domain_scores_codex":[0.9989554,0.0000657346,0.0005064464,0.0001706798,0.000199689,0.0001020642],"domain_scores_gemma":[0.9993262,0.00001771595,0.0001765426,0.0002435623,0.00007949982,0.0001564442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002387156,0.0004163612,0.1366716,0.0008347672,0.0003237852,0.000004541163,0.03857679,0.000001080971,0.01908975,0.003963756,0.006845366,0.7908851],"study_design_scores_gemma":[0.003529587,0.000502229,0.8930367,0.0001049981,0.00005851948,3.758015e-7,0.009359324,0.00001556152,0.05925813,0.0001132659,0.03376652,0.0002548239],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892827,0.00002675554,0.0008072078,0.006199738,0.00003114781,0.002678788,0.00005372353,0.00001117234,0.0009087434],"genre_scores_gemma":[0.9865761,0.000007329159,0.01144031,0.001631186,0.00001660727,0.0001743616,0.00006667513,0.000007413734,0.00007999876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7906303,"threshold_uncertainty_score":0.2903283,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4388501635","doi":"10.1136/bmjoq-2023-002507","title":"Patient and healthcare professional perspectives on implementing patient-reported outcome measures in gender-affirming care: a qualitative study","year":2023,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"National Institute for Health and Care Research","keywords":"Prom; Focus group; Health care; Qualitative research; Patient-reported outcome; Nursing; Medicine; Psychology; Medical education; Family medicine; Business; Quality of life (healthcare); Political science; Sociology","retraction":null,"screen_n_in":null,"score":{"opus":0.4888997422915961,"gpt":0.5985497375522293,"spread":0.1096499952606332,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005785147,0.0002855889,0.0007663252,0.0002630318,0.0004223516,0.00005916483,0.0001426066,0.0001080548,0.00003090792],"category_scores_gemma":[0.001881955,0.0002390477,0.00008204512,0.0006260104,0.0000569005,0.0001361986,0.0005215491,0.0004834604,0.00001078642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003941484,"about_ca_system_score_gemma":0.0004889717,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008532045,"about_ca_topic_score_gemma":0.002984814,"domain_scores_codex":[0.9929141,0.002808128,0.001539136,0.0009934233,0.001120705,0.0006245265],"domain_scores_gemma":[0.9974843,0.0005951864,0.0005526608,0.0006323415,0.0004843132,0.0002512507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007252066,0.000417138,0.3689121,0.0004498078,0.00008465441,0.0001219764,0.5937105,0.000001241152,0.00001473853,0.0003760183,0.0001165059,0.0350701],"study_design_scores_gemma":[0.001519968,0.0007219384,0.4159922,0.0001373742,0.00001478757,0.000006810439,0.5810516,0.000005338333,0.00002819475,0.0001763174,0.0001663411,0.0001791412],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858049,0.000389912,0.000001892226,0.00338182,0.0002921195,0.009394208,0.00006842327,0.00009304318,0.0005737062],"genre_scores_gemma":[0.9975283,0.000009000111,0.0001906956,0.000764775,0.00006161565,0.001250586,0.00009759406,0.00003363883,0.00006386554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04708012,"threshold_uncertainty_score":0.9980702,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2969564294","doi":"10.1136/bmjoq-2018-000539","title":"Deprescribing benzodiazepines among hospitalised older adults: quality improvement initiative","year":2019,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Glenrose Rehabilitation Hospital; University of Alberta; University of Alberta Hospital; Alberta Hospital Edmonton","funders":"University of Alberta; Glenrose Rehabilitation Hospital","keywords":"Deprescribing; Medicine; Benzodiazepine; Polypharmacy; Intervention (counseling); Pharmacist; Beers Criteria; Geriatrics; Anxiety; Emergency medicine; Intensive care medicine; Psychiatry; Pharmacy; Family medicine; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.2336688587838003,"gpt":0.5035291335061609,"spread":0.2698602747223606,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002852684,0.0002946735,0.0008136599,0.00005494665,0.0001164041,0.0001542097,0.0004040743,0.0001356281,0.001733155],"category_scores_gemma":[0.001640711,0.0002381858,0.00021474,0.0002142588,0.00009001105,0.001112219,0.0005652393,0.0004120173,0.0003090134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281817,"about_ca_system_score_gemma":0.0001505436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002651602,"about_ca_topic_score_gemma":0.0001049162,"domain_scores_codex":[0.9964639,0.0006062918,0.001103828,0.0006615319,0.0007024487,0.0004620019],"domain_scores_gemma":[0.9969796,0.0007527572,0.0007795336,0.0008733629,0.0002746725,0.0003400905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002186627,0.000956142,0.967663,0.0008714686,0.0002371288,0.00001460845,0.001933625,0.000001711745,0.0004870289,0.001040453,0.0007641286,0.023844],"study_design_scores_gemma":[0.009610533,0.0004163604,0.9803634,0.0005085739,0.0001049482,0.000002219015,0.003352992,0.0003167331,0.002794002,0.000191598,0.001822962,0.0005156543],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593231,0.00007647646,0.00008157854,0.002458387,0.0005079928,0.00846301,0.00008603066,0.00007259165,0.02893084],"genre_scores_gemma":[0.9908131,0.0000162686,0.000459772,0.00706315,0.0001326353,0.000342925,0.0001450546,0.00003079987,0.0009963334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03148997,"threshold_uncertainty_score":0.9991794,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4382139336","doi":"10.1136/bmjoq-2023-002264","title":"Identifying a list of healthcare ‘never events’ to effect system change: a systematic review and narrative synthesis","year":2023,"lang":"en","type":"review","venue":"BMJ Open Quality","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Ottawa Hospital; University of Ottawa; University of Toronto; Canadian Medical Protective Association","funders":"","keywords":"CINAHL; PsycINFO; MEDLINE; Patient safety; Medicine; Terminology; Systematic review; Health care; Narrative; Medical emergency; Nursing; Psychological intervention; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.6572377508050231,"gpt":0.6663704965116748,"spread":0.00913274570665168,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0259375,0.0005272893,0.008431063,0.0002416909,0.0006855983,0.000006262764,0.000996066,0.0004736483,0.00007042084],"category_scores_gemma":[0.01521738,0.0003733806,0.0004186347,0.001066411,0.00004518176,0.0002555521,0.001064122,0.0007047777,0.0006320482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006679472,"about_ca_system_score_gemma":0.0009666937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002804766,"about_ca_topic_score_gemma":0.0004951081,"domain_scores_codex":[0.9671874,0.02627748,0.004524455,0.0007559843,0.0007390928,0.000515607],"domain_scores_gemma":[0.9849557,0.005919255,0.006957825,0.001403151,0.0003346602,0.0004293796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001362988,0.00001912262,0.00002318636,0.9858298,0.000304704,0.000003413801,0.004740722,3.990981e-9,1.302772e-8,0.000589174,0.000645822,0.007830447],"study_design_scores_gemma":[0.0001650375,0.00005494917,0.00008623011,0.9579218,0.002937628,0.00000651024,0.004332194,4.341088e-7,6.704323e-8,0.000007030822,0.03411455,0.0003735316],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004676437,0.9087753,0.0000482026,0.00233174,0.0006772511,0.08727933,0.0006414419,0.00009440913,0.0001476743],"genre_scores_gemma":[0.0001196101,0.9057856,0.00005657211,0.00113202,0.0001101865,0.09144377,0.0001602304,0.00007880765,0.001113244],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03346873,"threshold_uncertainty_score":0.9998718,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3004229093","doi":"10.1136/bmjoq-2019-000811","title":"Checklist for Head Injury Management Evaluation Study (CHIMES): a quality improvement initiative to reduce imaging utilisation for head injuries in the emergency department","year":2020,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Checklist; Emergency department; PDCA; Quality management; Emergency medicine; Head injury; Psychological intervention; Surgery; Operations management; Nursing","retraction":null,"screen_n_in":null,"score":{"opus":0.3216849382196318,"gpt":0.5534261380920087,"spread":0.2317411998723769,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008469028,0.0002960119,0.0006152643,0.00007650578,0.0003420299,0.00006567629,0.0003652445,0.00003637934,0.00006692987],"category_scores_gemma":[0.001299849,0.0002324713,0.000176744,0.000432519,0.00003929408,0.000251673,0.0003113963,0.0001223282,0.000008459676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000303532,"about_ca_system_score_gemma":0.0001675672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001003103,"about_ca_topic_score_gemma":0.002975787,"domain_scores_codex":[0.9957751,0.0007900701,0.00144722,0.0007523192,0.0008386726,0.0003966237],"domain_scores_gemma":[0.9982706,0.0001445222,0.0003824245,0.0005634366,0.0005158604,0.0001231158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02014136,0.004386133,0.08821593,0.002000449,0.0009728717,0.000004024705,0.1173303,0.00002136238,0.001663342,0.00421527,0.03915035,0.7218986],"study_design_scores_gemma":[0.005782168,0.002570085,0.8955612,0.00007778944,0.0003590691,2.507072e-7,0.08635134,0.0001851515,0.0009104832,0.001390252,0.006421804,0.0003903967],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235773,0.0001115404,0.001255809,0.02685773,0.0004590868,0.0444231,0.0003016015,0.00004019756,0.002973619],"genre_scores_gemma":[0.9715401,0.00001278022,0.00109238,0.003233482,0.0002314297,0.02352595,0.0002664814,0.00002422491,0.00007315982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8073453,"threshold_uncertainty_score":0.9479906,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high"}],"label_agreement":"split"},{"id":"W3127745611","doi":"10.1136/bmjoq-2020-001062","title":"Access to Translator (AT&T) project: Interpreter on Wheels during the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia; Richmond Hospital; Vancouver Coastal Health","funders":"Doctors of BC","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Interpreter; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Computer science; Programming language; Medicine; Outbreak","retraction":null,"screen_n_in":null,"score":{"opus":0.6229190081136436,"gpt":0.6691390779052355,"spread":0.04622006979159188,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006107853,0.0002063851,0.0004169387,0.00006095576,0.002242478,0.0001434317,0.002125489,0.000222469,0.002234416],"category_scores_gemma":[0.004810333,0.0001512732,0.0001183811,0.000352945,0.00006336562,0.0001826454,0.00223012,0.001089807,0.0006942417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009160737,"about_ca_system_score_gemma":0.001775896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006794604,"about_ca_topic_score_gemma":0.01872,"domain_scores_codex":[0.9887763,0.00859201,0.001157181,0.000548767,0.0003853833,0.0005403475],"domain_scores_gemma":[0.9933298,0.003308704,0.0004459346,0.002316021,0.0003058026,0.0002937099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003633526,0.0001973362,0.7024704,0.003067768,0.0001153086,0.0000127096,0.1855264,0.00004283776,0.0008232784,0.004903592,0.0940173,0.005189457],"study_design_scores_gemma":[0.002003149,0.00009884241,0.1397744,0.002018994,0.00002697533,0.00003917151,0.01603891,0.00003345743,0.0003136586,0.001806057,0.8370105,0.000835871],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8805227,0.00008708663,0.0004208141,0.06580222,0.0008076711,0.007003638,0.0002234046,0.0001902301,0.04494219],"genre_scores_gemma":[0.9009458,0.00002496119,0.0003003019,0.07773739,0.0001769237,0.00421505,0.00004882692,0.00003505373,0.01651573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7429932,"threshold_uncertainty_score":0.9998192,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2767314980","doi":"10.1136/bmjoq-2017-000024","title":"London Transfer Project: improving handover documentation from long-term care homes to hospital emergency departments","year":2017,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"London Health Sciences Centre; University of Toronto","funders":"University of Toronto; London Health Sciences Centre","keywords":"Documentation; Long-term care; Quarter (Canadian coin); Emergency department; Baseline (sea); Handover; Transfer (computing); Minimum Data Set; Health care; Medicine; Medical emergency; Psychology; Nursing; Nursing homes; Computer science; Telecommunications; Political science; Geography","retraction":null,"screen_n_in":null,"score":{"opus":0.06407126669323454,"gpt":0.4562054265385904,"spread":0.3921341598453558,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003397564,0.0002516623,0.0005055421,0.00004125883,0.0005916682,0.0001734094,0.0004574142,0.00008222003,0.0006020991],"category_scores_gemma":[0.0003293713,0.0002120289,0.0001682068,0.00006722703,0.00004964204,0.0007434556,0.0003745405,0.0001208593,0.0000716243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001057602,"about_ca_system_score_gemma":0.0001103979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008627996,"about_ca_topic_score_gemma":0.004911927,"domain_scores_codex":[0.9980516,0.00009463367,0.0005625902,0.0005558676,0.0004193453,0.0003160069],"domain_scores_gemma":[0.9985503,0.00002091859,0.0001894588,0.0008544964,0.0002527194,0.0001321289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007474838,0.0002239681,0.9262759,0.0004657928,0.0003555656,0.00005712515,0.009341192,1.528374e-7,0.002487486,0.00006177297,0.006504516,0.05347903],"study_design_scores_gemma":[0.002737,0.0003649948,0.9866401,0.0001417389,0.000205645,0.000001165401,0.002185961,8.018449e-7,0.006492711,0.00004247274,0.0007977562,0.0003896304],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863309,0.0008503268,0.0003250378,0.001052703,0.001361959,0.005405447,0.0003086273,0.00003902434,0.004326032],"genre_scores_gemma":[0.996505,0.0003291657,0.0003687644,0.0002278972,0.0003436071,0.0006619527,0.0004388739,0.00002708729,0.001097667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06036421,"threshold_uncertainty_score":0.9979736,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2969935701","doi":"10.1136/bmjoq-2018-000596","title":"Quality of care during childbirth at public health facilities in Bangladesh: a cross-sectional study using WHO/UNICEF ‘Every Mother Every Newborn (EMEN)’ standards","year":2019,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"International Centre for Diarrhoeal Disease Research, Bangladesh; UNICEF; Styrelsen för Internationellt Utvecklingssamarbete; Global Affairs Canada; Bill and Melinda Gates Foundation; Ministry of Health and Family Welfare; Department for International Development","keywords":"Medicine; Childbirth; Referral; Health facility; Cross-sectional study; Health care; Public health; Nursing; Family medicine; Environmental health; Medical emergency; Population; Pregnancy; Health services","retraction":null,"screen_n_in":null,"score":{"opus":0.1438222537569752,"gpt":0.4729459826032663,"spread":0.3291237288462912,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006580284,0.0003056296,0.00127698,0.0001501988,0.0002624014,0.0001322804,0.0004072225,0.0001400208,0.001005561],"category_scores_gemma":[0.0002826912,0.0002712737,0.0001737722,0.0003247503,0.000113586,0.0004839917,0.0006554904,0.0003646296,0.00002372766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002323943,"about_ca_system_score_gemma":0.001811452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04969088,"about_ca_topic_score_gemma":0.01160179,"domain_scores_codex":[0.9940102,0.001291521,0.001820542,0.0006901107,0.0015101,0.0006775164],"domain_scores_gemma":[0.9974436,0.0001094695,0.0007762141,0.0008691488,0.0004925428,0.0003090872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00263103,0.0005611051,0.9856811,0.003231279,0.0000987002,0.000007123058,0.006936549,0.00004482617,0.000104142,0.0003549133,0.00003612808,0.0003131476],"study_design_scores_gemma":[0.005946615,0.0004849277,0.9817826,0.0002895023,0.000005385862,0.0000214904,0.008915103,0.000008789501,0.00005485457,0.00007028026,0.002131488,0.0002890023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890731,0.0002550615,0.000009581849,0.0004788781,0.000237227,0.004799862,0.001687794,0.00004157408,0.003416933],"genre_scores_gemma":[0.9962474,0.00001673059,0.0001511923,0.0006945285,0.0001067073,0.00004789829,0.00006084566,0.00002899905,0.002645677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03808909,"threshold_uncertainty_score":0.999974,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3111428384","doi":"10.1136/bmjoq-2020-001106","title":"Introducing an innovative model of acute paediatric mental health and addictions care to paediatric emergency departments: a protocol for a multicentre prospective cohort study","year":2020,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Stollery Children's Hospital; McMaster University; McMaster Children's Hospital; Alberta Health Services; Alberta Children's Hospital; University of Alberta; University of Calgary","funders":"Alberta Innovates","keywords":"Medicine; Mental health; Prospective cohort study; Addiction; Cohort; Medical emergency; Protocol (science); Cohort study; Emergency medicine; Family medicine; Psychiatry; Alternative medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.1277577678869198,"gpt":0.4992240064456622,"spread":0.3714662385587424,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009601589,0.0002522442,0.0006730349,0.0001058894,0.0003702769,0.00003238775,0.0002985299,0.00005219378,0.00009152896],"category_scores_gemma":[0.0002928044,0.0002288481,0.000062108,0.0009482318,0.00002817737,0.0002393444,0.0004434363,0.0001437571,0.000008136461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001645886,"about_ca_system_score_gemma":0.0002634386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001031544,"about_ca_topic_score_gemma":0.0008619477,"domain_scores_codex":[0.9969487,0.0005483322,0.0009810074,0.0008791943,0.0002827477,0.0003599791],"domain_scores_gemma":[0.9981584,0.00006916273,0.0005686794,0.0003929695,0.0005591617,0.0002516034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002564527,0.001107995,0.724122,0.0001381012,0.0007849737,0.000001115029,0.2641849,0.0000252724,0.00001340866,0.0001732272,0.005663397,0.001221046],"study_design_scores_gemma":[0.0110349,0.005895561,0.737275,0.000007225368,0.0002391648,0.00000125252,0.243916,0.0006343585,0.00002891941,0.0001000153,0.0002744496,0.0005931524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5011362,0.00003430316,0.0005641231,0.001160511,0.0001358272,0.4951311,0.001402677,0.00005520004,0.0003800271],"genre_scores_gemma":[0.5011039,0.00000321197,0.002695561,0.0005568368,0.0001813129,0.4952735,0.0001063011,0.00002689352,0.00005245449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02026891,"threshold_uncertainty_score":0.9332153,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047063162","doi":"10.1136/bmjoq-2020-000915","title":"Meta-analysis of interventions to reduce door to needle times in acute ischaemic stroke patients","year":2020,"lang":"en","type":"review","venue":"BMJ Open Quality","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Dalhousie University; University of Calgary; Queen's University; University of British Columbia","funders":"Alberta Health Services","keywords":"Ischaemic stroke; Psychological intervention; Medicine; Stroke (engine); Acute stroke; Meta-analysis; Emergency medicine; Internal medicine; Cardiology; Ischemia; Tissue plasminogen activator; Engineering; Nursing","retraction":null,"screen_n_in":null,"score":{"opus":0.4025132579326275,"gpt":0.5407564321091861,"spread":0.1382431741765586,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002299358,0.0005709656,0.009194183,0.001049031,0.00003159724,0.00006256029,0.001409155,0.0001969065,0.002223473],"category_scores_gemma":[0.0009447574,0.0004471788,0.004974658,0.002914098,0.00003670929,0.0001171801,0.002816437,0.0004150499,0.0003679115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003716016,"about_ca_system_score_gemma":0.0002554001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009388664,"about_ca_topic_score_gemma":0.0001207095,"domain_scores_codex":[0.9938725,0.0007447372,0.003155083,0.001044895,0.0008111364,0.0003717077],"domain_scores_gemma":[0.9959509,0.0002198538,0.001469333,0.0017586,0.0002193384,0.0003820118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003003754,0.0009394423,0.0001733176,0.02072089,0.482326,0.00005336314,0.000767293,0.000006822241,0.000005544229,0.000137633,0.1067038,0.3878655],"study_design_scores_gemma":[0.0004149442,0.0001856939,0.0003678674,0.001787215,0.432224,0.000001365048,0.000133187,0.000001850393,0.00001263388,0.000001566831,0.5645084,0.0003612775],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007428968,0.9102361,0.0009690876,0.006011231,0.0003408531,0.04387764,0.008317687,0.00008018256,0.02942431],"genre_scores_gemma":[0.001845998,0.7863893,0.03887054,0.007346543,0.0003265014,0.02091245,0.009224848,0.0004298328,0.134654],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4578046,"threshold_uncertainty_score":0.999798,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2771721752","doi":"10.1136/bmjoq-2017-000060","title":"Transition from a dedicated to a non-dedicated, ward-based pharmacist antimicrobial stewardship programme model in a non-academic hospital and its impact on length of stay of patients admitted with pneumonia: a prospective observational study","year":2017,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":19,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Royal Victoria Regional Health Centre","funders":"","keywords":"Pharmacist; Antimicrobial stewardship; Medicine; Audit; Clinical pharmacy; Emergency medicine; Family medicine; Pharmacy; Antibiotics; Antibiotic resistance","retraction":null,"screen_n_in":null,"score":{"opus":0.1018866637043938,"gpt":0.4180048453980998,"spread":0.3161181816937061,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000843527,0.0002635344,0.0007211867,0.00009312722,0.0001784645,0.00002819203,0.0005286987,0.000219364,0.00001363105],"category_scores_gemma":[0.0001802261,0.0001967192,0.00006755979,0.0001571647,0.0002360097,0.0002353014,0.0001290448,0.0003810116,0.000005964011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008336363,"about_ca_system_score_gemma":0.0004140275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00236049,"about_ca_topic_score_gemma":0.0003351682,"domain_scores_codex":[0.9980076,0.0002894445,0.0006875866,0.0005331569,0.0001618887,0.0003203203],"domain_scores_gemma":[0.9983699,0.00009139509,0.0007909524,0.0003938452,0.0002866064,0.00006725289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01891758,0.005322776,0.9070096,0.0001347153,0.0005586923,0.000009264194,0.006833575,0.0001388144,0.06056121,0.00001110082,0.00005565472,0.0004470476],"study_design_scores_gemma":[0.01331768,0.002302329,0.9508656,0.0004207243,0.00009454284,5.649191e-7,0.0004439078,0.0007761572,0.03147562,0.00002027558,8.115613e-7,0.0002817702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913279,0.00001359471,0.0001996942,0.0003537053,0.00005372364,0.006691709,0.001326777,0.00001310091,0.00001976036],"genre_scores_gemma":[0.9992247,0.000004307288,0.0001770621,0.00008771968,0.000009447699,0.0001537938,0.0003070319,0.0000199437,0.0000160194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04385604,"threshold_uncertainty_score":0.8021978,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3036161947","doi":"10.1136/bmjoq-2019-000814","title":"Improving transitions from acute care to home among complex older adults using the LACE Index and care coordination","year":2020,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University; Covenant Health; University of Alberta","funders":"","keywords":"Medicine; Emergency department; Intervention (counseling); Emergency medicine; Charlson comorbidity index; Transitional care; Acute care; Health care; Comorbidity; Internal medicine; Nursing","retraction":null,"screen_n_in":null,"score":{"opus":0.08388214167409655,"gpt":0.3952743031033633,"spread":0.3113921614292667,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001520396,0.0001277854,0.0002708949,0.00002387239,0.0002075431,0.0001096322,0.0001112937,0.00004641449,0.00008157237],"category_scores_gemma":[0.00003420566,0.00009470991,0.00004805422,0.0001507512,0.00003539679,0.0001604204,0.0001769341,0.00009362787,0.000007954681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008653621,"about_ca_system_score_gemma":0.0000550591,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009707176,"about_ca_topic_score_gemma":0.002456574,"domain_scores_codex":[0.9989676,0.0001390157,0.0002298875,0.0003093501,0.0002060343,0.0001481442],"domain_scores_gemma":[0.9993489,0.0000409148,0.00007382692,0.0002543532,0.0001226583,0.0001592801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.003209219,0.0003118792,0.225859,0.001995867,0.001180816,0.0002543911,0.478177,0.0001391651,0.005930349,0.0005530246,0.01130494,0.2710844],"study_design_scores_gemma":[0.005812747,0.000218257,0.8594133,0.000310905,0.0005531195,0.000003673186,0.1257757,0.004644587,0.0003241311,0.00001034738,0.002588067,0.0003452213],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643392,0.00005647049,0.004513537,0.02585662,0.00003846042,0.004703798,0.0001490146,0.00004247114,0.0003004563],"genre_scores_gemma":[0.9948586,0.000001164606,0.002985997,0.001569762,0.00009475083,0.000131788,0.0002861153,0.00001398481,0.00005780335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6335543,"threshold_uncertainty_score":0.9968873,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3036103400","doi":"10.1136/bmjoq-2020-000937","title":"Processes and tools to improve teamwork and communication in surgical settings: a narrative review","year":2020,"lang":"en","type":"review","venue":"BMJ Open Quality","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Sinai Health System; Humber Polytechnic; Canadian Patient Safety Institute; Toronto Metropolitan University","funders":"Canadian Patient Safety Institute","keywords":"Patient safety; Health care; Harm; Teamwork; Medicine; Medical emergency; Nursing; Psychology","retraction":null,"screen_n_in":null,"score":{"opus":0.3996345015709353,"gpt":0.6339500134065528,"spread":0.2343155118356175,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007049206,0.0003070947,0.002315207,0.00005912175,0.0004158073,0.00001724188,0.0006240189,0.0003281363,0.00009163926],"category_scores_gemma":[0.01366619,0.0002367635,0.00006304027,0.0007015757,0.0000928408,0.0003486532,0.001259058,0.001117677,0.00008289651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001501181,"about_ca_system_score_gemma":0.001967564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001600745,"about_ca_topic_score_gemma":0.0002186047,"domain_scores_codex":[0.9910789,0.005756738,0.001994643,0.0006045894,0.0002667837,0.0002984008],"domain_scores_gemma":[0.9934872,0.003343411,0.001980433,0.0006867604,0.0001874202,0.0003147367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003995032,0.00004113758,0.00004077315,0.2043509,0.00002710711,0.000003659748,0.009146114,1.13128e-8,1.099243e-8,0.0004626152,0.004906752,0.7809809],"study_design_scores_gemma":[0.0003173403,0.0000377494,0.0001158553,0.1881831,0.00008024943,0.000004459516,0.002562949,2.496889e-7,1.63799e-8,0.00007337968,0.8083637,0.0002609878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001257773,0.9574341,0.00001696652,0.01687182,0.00007859876,0.02141893,0.0001462282,0.0000306078,0.003990189],"genre_scores_gemma":[0.00002457778,0.9850762,0.0006598813,0.004489995,0.00006950714,0.008895788,0.000368127,0.00002358113,0.0003922937],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8034569,"threshold_uncertainty_score":0.9946421,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2890029791","doi":"10.1136/bmjoq-2018-000420","title":"Medical students as agents of change: a qualitative exploratory study","year":2018,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Innovations in Medical Education","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Institute of Population and Public Health","funders":"Scottish Funding Council; NHS Education for Scotland; University of Dundee","keywords":"Medical education; Multidisciplinary approach; Quality management; Quality (philosophy); Health care; Focus group; Psychology; Qualitative research; Experiential learning; Exploratory research; Nursing; Medicine; Pedagogy; Business; Sociology; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.4985957238567985,"gpt":0.6726877481401132,"spread":0.1740920242833147,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01745243,0.0001522458,0.0005488918,0.0001322178,0.0001174163,0.00003838361,0.0009347664,0.0001346396,0.003250497],"category_scores_gemma":[0.01249685,0.0001289207,0.00004921919,0.0007282406,0.0004142573,0.0002556485,0.0007113194,0.0002760836,0.0004307608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323801,"about_ca_system_score_gemma":0.0006650186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009796637,"about_ca_topic_score_gemma":0.0001698222,"domain_scores_codex":[0.9940309,0.001339477,0.00108141,0.0003884219,0.00292774,0.0002320467],"domain_scores_gemma":[0.9972586,0.0001738574,0.0005174882,0.000832841,0.001032987,0.0001841991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001680803,0.01653462,0.2076469,0.0004251308,0.000673487,0.0000625071,0.6098025,1.247735e-8,0.00008366304,0.005234484,0.06565572,0.0922001],"study_design_scores_gemma":[0.006048837,0.002557129,0.6891223,0.0005211688,0.0001097231,0.00001320041,0.2936159,0.00001911604,0.0004143323,0.001084809,0.006173737,0.0003198173],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844465,0.0000108922,0.0001018318,0.004834686,0.0006838416,0.005196525,0.000006863308,0.00002911967,0.004689713],"genre_scores_gemma":[0.9887934,0.000002792172,0.0008058106,0.00770706,0.0006118437,0.001201619,0.0000408728,0.00002006239,0.0008164981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4814754,"threshold_uncertainty_score":0.9976607,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3126867613","doi":"10.1136/bmjoq-2020-001088","title":"Improving antibiotic initiation and duration prescribing among nursing home physicians using an audit and feedback intervention: a theory-informed qualitative analysis","year":2021,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; Public Health Ontario; Women's College Hospital","funders":"Canadian Institutes of Health Research; University of Toronto","keywords":"Duration (music); Audit; Intervention (counseling); Medicine; Nursing; Family medicine; Psychology; Business","retraction":null,"screen_n_in":null,"score":{"opus":0.07371508287644205,"gpt":0.4192788130208261,"spread":0.3455637301443841,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001895761,0.0001725814,0.0004767109,0.0001015003,0.0004679667,0.0002446627,0.000133428,0.0001653085,0.00007050571],"category_scores_gemma":[0.0004154494,0.0001665355,0.00009879116,0.0003717417,0.0003529999,0.001073133,0.0001541663,0.0001691229,0.000004448839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007621523,"about_ca_system_score_gemma":0.0001065304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008464138,"about_ca_topic_score_gemma":0.001383475,"domain_scores_codex":[0.996762,0.001864666,0.0006113359,0.0004568273,0.00006206971,0.0002431523],"domain_scores_gemma":[0.9985589,0.000290024,0.0006495056,0.0003024631,0.0001686551,0.00003041666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002264755,0.002109022,0.09445408,0.002083397,0.006212623,0.00005180053,0.2384818,0.0001259899,0.4300309,0.03971742,0.0001306347,0.1843376],"study_design_scores_gemma":[0.002853482,0.0001975766,0.7624019,0.001642589,0.001455456,0.00003851669,0.1761719,0.001478697,0.04973875,0.003199873,0.00001300947,0.0008082469],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739968,0.0006166438,0.02410884,0.0001199849,0.0001564402,0.0005603941,0.00003672701,0.00002803594,0.0003761822],"genre_scores_gemma":[0.9980786,0.00002568346,0.001116677,0.00007371449,0.00003037146,0.000004207855,0.0002705592,0.00001186127,0.0003882584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6679478,"threshold_uncertainty_score":0.679112,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4220999931","doi":"10.1136/bmjoq-2021-001698","title":"Rapid implementation of an outpatient arthroplasty care pathway: a COVID-19-driven quality improvement initiative","year":2022,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Health Network; Sinai Health System; University of Toronto","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Quality management; 2019-20 coronavirus outbreak; Quality (philosophy); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Medical emergency; Operations management; Internal medicine; Virology; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.1449299023225182,"gpt":0.4666568265641253,"spread":0.3217269242416072,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002814638,0.0003074863,0.0009048356,0.000135234,0.000495927,0.00005063317,0.0003547521,0.00006802431,0.003795158],"category_scores_gemma":[0.0006669291,0.0003004324,0.0002258486,0.000342189,0.0001686037,0.000416322,0.001263223,0.0003351799,0.00001949023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001038018,"about_ca_system_score_gemma":0.001995123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006858756,"about_ca_topic_score_gemma":0.003850127,"domain_scores_codex":[0.9940767,0.001915177,0.001604472,0.0007222339,0.001257993,0.0004234116],"domain_scores_gemma":[0.996538,0.0003007146,0.001345386,0.001040424,0.0003053844,0.0004701281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005601838,0.003948591,0.4139315,0.002025142,0.0006775307,0.0001555456,0.1221014,0.0002778319,0.004308212,0.006233924,0.001648891,0.4390896],"study_design_scores_gemma":[0.01955888,0.009479756,0.6212271,0.00003500922,0.000115745,0.00003255321,0.3161635,0.00005282009,0.007241996,0.0003066093,0.02504339,0.0007425935],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861069,0.00005137097,0.0002503332,0.001777214,0.0003743626,0.00774972,0.002662953,0.00008331335,0.0009437863],"genre_scores_gemma":[0.9911305,0.000004761453,0.001512741,0.004247447,0.0000610119,0.001583038,0.001310396,0.00003744329,0.0001127187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.438347,"threshold_uncertainty_score":0.9999448,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2992227989","doi":"10.1136/bmjoq-2018-000470","title":"Appropriate use of CT for patients presenting with suspected renal colic: a quality improvement study","year":2019,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Renal colic; Medicine; Emergency department; Audit; Population; Radiology; Psychological intervention; Emergency medicine; Pediatrics","retraction":null,"screen_n_in":null,"score":{"opus":0.1167446091029862,"gpt":0.433651023530099,"spread":0.3169064144271129,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001612663,0.0002493126,0.0009081824,0.00005418643,0.00009166427,0.0000832695,0.0002397627,0.00004398464,0.00007113331],"category_scores_gemma":[0.0007047562,0.0001720393,0.0001327503,0.0001994856,0.00004402843,0.0002613408,0.0003234656,0.0001125522,0.00001028592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001140371,"about_ca_system_score_gemma":0.0002388795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008802055,"about_ca_topic_score_gemma":0.0002071611,"domain_scores_codex":[0.996983,0.0003601122,0.001020039,0.0005923112,0.0006881942,0.0003563726],"domain_scores_gemma":[0.9972398,0.0002238844,0.0007957879,0.001007448,0.0005437961,0.0001892886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006289415,0.006443015,0.9820349,0.0003886576,0.0006936086,0.000004112652,0.0008199625,0.000003354524,0.0005798531,0.0001883388,0.0001176208,0.002437184],"study_design_scores_gemma":[0.02030659,0.003920208,0.9722344,0.00007866589,0.0002418214,0.000001902476,0.0007510137,0.00007161018,0.001516444,0.00004953494,0.0005671568,0.0002606884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760441,0.000002389454,0.00003418417,0.0001623343,0.00008632796,0.02290343,0.0001884773,0.00002930078,0.0005494605],"genre_scores_gemma":[0.9942584,6.870234e-7,0.001877645,0.0001962244,0.00003510248,0.0009288169,0.0001792801,0.00003344834,0.002490391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02197461,"threshold_uncertainty_score":0.9977984,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3047299176","doi":"10.1136/bmjoq-2019-000770","title":"The development of a quality improvement project to improve infection prevention and management in patients with asplenia or hyposplenia","year":2020,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Health Network; Hospital for Sick Children; St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Asplenia; Vaccination; Quality management; Family medicine; Infection control; Medical emergency; Intensive care medicine; Internal medicine; Immunology; Management system","retraction":null,"screen_n_in":null,"score":{"opus":0.1126383294539281,"gpt":0.4421940800178426,"spread":0.3295557505639145,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001664946,0.0001490106,0.0003673379,0.00003944095,0.00011185,0.00005148846,0.0001253536,0.00003829757,0.00001235994],"category_scores_gemma":[0.0002125045,0.000086702,0.00003085054,0.0002553268,0.00004845617,0.0001545004,0.0003256114,0.00009392561,0.000003905096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001000711,"about_ca_system_score_gemma":0.0002463009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004610104,"about_ca_topic_score_gemma":0.001154072,"domain_scores_codex":[0.9980628,0.000185483,0.0008344203,0.0003406599,0.0003914652,0.0001851124],"domain_scores_gemma":[0.9991264,0.00005682509,0.0003412773,0.0002645744,0.0001193699,0.00009150918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03648454,0.0008747947,0.1851959,0.002011147,0.0003139039,0.000002250859,0.005940642,6.704925e-7,0.0009084853,0.0007312426,0.0003180928,0.7672183],"study_design_scores_gemma":[0.004263607,0.002857413,0.9853174,0.0001811994,0.00004689043,2.024351e-7,0.001033969,0.000006070155,0.002968172,0.00005007799,0.003101862,0.0001731099],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881691,0.000004752012,0.0004498716,0.001026359,0.00003651511,0.009476096,0.00001048759,0.00001354071,0.0008133256],"genre_scores_gemma":[0.9880359,0.000007656652,0.01015946,0.0003669498,0.00001693928,0.0009579196,0.00001942803,0.0000120693,0.0004236369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8001215,"threshold_uncertainty_score":0.3535605,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4393853341","doi":"10.1136/bmjoq-2023-002721","title":"Patient and healthcare professional perspectives on the Practical Guide to Implementing PROMs in Gender-Affirming Care (PG-PROM-GAC): analysis of open-ended responses from patients and healthcare professionals","year":2024,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"National Institute for Health and Care Research","keywords":"Prom; Health care; Health professionals; Medicine; Computer-assisted web interviewing; Family medicine; Psychology; Nursing; Political science; Obstetrics","retraction":null,"screen_n_in":null,"score":{"opus":0.2457225713273342,"gpt":0.6135470806572806,"spread":0.3678245093299464,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004547093,0.0003006359,0.0008009284,0.0004334217,0.0006244748,0.0003418612,0.0005251766,0.0001964697,0.0002838291],"category_scores_gemma":[0.001729829,0.0002179203,0.0000978418,0.0009680518,0.0001140077,0.0003957247,0.001684661,0.0005973508,0.00001318682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003256172,"about_ca_system_score_gemma":0.001102866,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09906353,"about_ca_topic_score_gemma":0.02353422,"domain_scores_codex":[0.9902936,0.005776423,0.001441752,0.001161798,0.0007054835,0.0006209919],"domain_scores_gemma":[0.9957638,0.002182271,0.0005771226,0.0007529848,0.000425388,0.0002984144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003192653,0.001054939,0.6171049,0.001833144,0.0006952765,0.00003496806,0.2837722,6.523114e-7,0.00004115601,0.05820565,0.01208985,0.02197454],"study_design_scores_gemma":[0.0007575817,0.000393669,0.8582402,0.000387958,0.0001374303,0.000001925552,0.1371349,0.00001668073,0.00001821307,0.0009800773,0.001643009,0.0002883587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9353855,0.001348117,0.000005126994,0.05210175,0.0004260861,0.007516996,0.001449026,0.00002487702,0.001742495],"genre_scores_gemma":[0.9947452,0.00004423163,0.0006476431,0.002408211,0.00009583548,0.001323563,0.0001881309,0.00003181434,0.0005153672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2411353,"threshold_uncertainty_score":0.9942837,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3125649098","doi":"10.1136/bmjoq-2020-001161","title":"Preventable adverse drug events causing hospitalisation: identifying root causes and developing a surveillance and learning system at an urban community hospital, a cross-sectional observational study","year":2021,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Vancouver Island University; University of British Columbia; Richmond Hospital","funders":"Vancouver Coastal Health Research Institute","keywords":"Observational study; Cross-sectional study; Medicine; Adverse effect; Root cause analysis; Drug; Environmental health; Medical emergency; Pharmacology; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.4801060867886598,"gpt":0.5680339561260433,"spread":0.0879278693373835,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.006020549,0.0002740316,0.0004432214,0.00005824337,0.003444307,0.0002473966,0.000258246,0.0001376251,0.0001341728],"category_scores_gemma":[0.000422106,0.0003125416,0.00005750225,0.0002895449,0.0001432788,0.001500285,0.0008565316,0.0009687797,0.00001323751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004570307,"about_ca_system_score_gemma":0.000343417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001541108,"about_ca_topic_score_gemma":0.002899806,"domain_scores_codex":[0.9931214,0.004871703,0.0007450456,0.0005581691,0.000333077,0.0003705516],"domain_scores_gemma":[0.9977354,0.0008409202,0.0005330667,0.0003104617,0.0003588072,0.0002213154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001733014,0.0005685989,0.9902182,0.000263583,0.0002628052,0.00004457573,0.005838956,0.0006551118,0.001345985,0.0003708462,0.0001528025,0.0001052965],"study_design_scores_gemma":[0.002497412,0.00005319996,0.9819832,0.00007419227,0.00006206942,0.00008619038,0.01204174,0.0004167635,0.0008002623,0.00008092565,0.001446948,0.0004571113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996583,0.0001905123,0.00004635461,0.0002211839,0.0007657357,0.001691963,0.000118692,0.0001010359,0.0002815546],"genre_scores_gemma":[0.9976501,0.00002642689,0.0001731554,0.0002877351,0.000169727,0.0002984894,0.0003026171,0.0000257153,0.001066041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008234951,"threshold_uncertainty_score":0.9999326,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3022497553","doi":"10.1136/bmjoq-2020-000924","title":"Improving the paediatric surgery patient experience: an 8-year analysis of narrative quality data","year":2020,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"BC Children's Hospital; Children's Hospital Foundation","keywords":"Quality management; Timeline; Thematic analysis; Medicine; Narrative; Health care; Patient experience; Quality (philosophy); Patient satisfaction; Qualitative property; Data collection; Medical education; Nursing; Qualitative research; Operations management; Computer science; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.6042338112109766,"gpt":0.6102329892430981,"spread":0.005999178032121466,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009129304,0.0002172728,0.001041013,0.0001292944,0.001166173,0.00003771967,0.001490567,0.000189142,0.001430027],"category_scores_gemma":[0.01114845,0.0001601144,0.0001594558,0.002130884,0.0001466628,0.0009648431,0.001973018,0.0006466569,0.00004342038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001631373,"about_ca_system_score_gemma":0.001180319,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03474629,"about_ca_topic_score_gemma":0.00314843,"domain_scores_codex":[0.9828075,0.01221637,0.002694863,0.0008695489,0.0009301286,0.0004815663],"domain_scores_gemma":[0.9884552,0.004782858,0.003141647,0.002671386,0.0005793685,0.0003694893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002980119,0.000044833,0.8771073,0.0002871784,0.0001459105,8.007437e-7,0.1116349,0.0000264169,0.00003840428,0.0003570813,0.00203468,0.008024449],"study_design_scores_gemma":[0.0002041433,0.0000611314,0.8046954,0.00002672074,0.0001107979,6.275535e-8,0.1928452,0.001272459,0.00002767044,0.00003489209,0.000484667,0.0002368808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894356,0.00004866321,0.0004834085,0.00354224,0.0005720278,0.003922335,0.001580078,0.00006335339,0.0003522776],"genre_scores_gemma":[0.9945597,0.00001216617,0.0005304092,0.003227332,0.0001901166,0.0006881921,0.0007495914,0.00001948957,0.00002296898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08121028,"threshold_uncertainty_score":0.9994828,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4310747626","doi":"10.1136/bmjoq-2022-002004","title":"Support for healthcare workers and patients after medical error through mutual healing: another step towards patient safety","year":2022,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Patient Safety Institute; University of Alberta","funders":"Healthcare Excellence Canada","keywords":"Patient safety; Health care; Psychology; Medicine; Nursing; Medical emergency; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.2376948911868706,"gpt":0.5386752790140551,"spread":0.3009803878271845,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005202176,0.0002535654,0.0006137089,0.0000555808,0.001655759,0.000005865213,0.0005389249,0.0002498405,0.005577254],"category_scores_gemma":[0.001457447,0.000228031,0.0001130217,0.0002363486,0.0001505742,0.0002561306,0.001283484,0.0007853182,0.0000523997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004740436,"about_ca_system_score_gemma":0.002227865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002382537,"about_ca_topic_score_gemma":0.001006754,"domain_scores_codex":[0.9926292,0.002859966,0.001708565,0.0006695558,0.001375966,0.0007567487],"domain_scores_gemma":[0.996999,0.0006101383,0.001059567,0.0006310646,0.0002551346,0.0004451381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01484129,0.001414883,0.6791874,0.001528586,0.0001576957,0.00001386864,0.07663701,0.00001827552,7.107482e-7,0.004070722,0.1240167,0.09811295],"study_design_scores_gemma":[0.004310616,0.0006777481,0.2669628,0.0001658579,0.00001998053,0.000001226206,0.01592106,0.00007415653,0.000001623716,0.000303894,0.7112135,0.000347485],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7270471,0.0002672845,0.01228764,0.1846281,0.007758186,0.0433449,0.007182633,0.0002855994,0.01719851],"genre_scores_gemma":[0.9323817,0.00001823277,0.00229247,0.05191837,0.0001649131,0.009748872,0.001198441,0.0000559016,0.002221145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5871969,"threshold_uncertainty_score":0.9996439,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2965712295","doi":"10.1136/bmjoq-2018-000592","title":"Evidence-based practice ‘on-the-go’: using ViaTherapy as a tool to enhance clinical decision making in upper limb rehabilitation after stroke, a quality improvement initiative","year":2019,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"University of East Anglia; Canadian Stroke Network","keywords":"Rehabilitation; Psychological intervention; Medicine; Evidence-based practice; Stroke (engine); Physical medicine and rehabilitation; Baseline (sea); Evidence-based medicine; Best practice; Physical therapy; Task (project management); Nursing; Alternative medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.1699774054804207,"gpt":0.5560780562138851,"spread":0.3861006507334644,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02108454,0.0002759125,0.0008267467,0.0002014686,0.00009001658,0.0001622976,0.0003229573,0.0002046186,0.0007718707],"category_scores_gemma":[0.0614305,0.0002040609,0.0003813533,0.0004889873,0.0001085254,0.0008322645,0.0002003449,0.0005244877,0.0004780404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006660747,"about_ca_system_score_gemma":0.0008352178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003642909,"about_ca_topic_score_gemma":0.00008007209,"domain_scores_codex":[0.9923778,0.003206309,0.0021153,0.0009279075,0.001009447,0.0003632022],"domain_scores_gemma":[0.9634759,0.03354265,0.0009069714,0.001278047,0.0006469765,0.0001494961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1078904,0.004660411,0.6384333,0.0006267157,0.0002384866,0.00002451926,0.007385991,0.0002498387,0.00602758,0.003062455,0.0006269296,0.2307733],"study_design_scores_gemma":[0.00331525,0.006053028,0.9752862,0.004776293,0.00004196923,0.000003330397,0.004899607,0.0004962275,0.0008331592,0.001319617,0.002490679,0.0004846347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671605,0.0000891804,0.003862137,0.01718757,0.0005052001,0.01019172,0.00002522092,0.00002572121,0.0009527128],"genre_scores_gemma":[0.9215618,0.0000147872,0.04693885,0.03017808,0.0001244176,0.0009182096,0.000003872701,0.00002781369,0.0002321447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3368529,"threshold_uncertainty_score":0.9464754,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3210163311","doi":"10.1136/bmjoq-2021-001391","title":"Enhancing palliative care occupancy and efficiency: a quality improvement project that uses a healthcare pathway for service integration and policy development","year":2021,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Public Health Ontario; University of Toronto","funders":"King Fahad Medical City","keywords":"Multidisciplinary approach; Psychological intervention; Quality management; Service (business); Health care; Intervention (counseling); Operations management; Nursing; Multidisciplinary team; Palliative care; Process management; Business; PDCA; Medicine; Medical emergency; Engineering; Marketing; Political science","retraction":null,"screen_n_in":null,"score":{"opus":0.4354694905016494,"gpt":0.574491260113023,"spread":0.1390217696113736,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001329156,0.0002300055,0.0006985248,0.00007387191,0.0001861069,0.00007561873,0.0001115505,0.000104693,0.000004129997],"category_scores_gemma":[0.00164602,0.0001891433,0.00005988451,0.0003125649,0.00005060198,0.0001600803,0.0002805921,0.0001241401,9.29514e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002837609,"about_ca_system_score_gemma":0.002663849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009043528,"about_ca_topic_score_gemma":0.01668568,"domain_scores_codex":[0.9977658,0.0003340461,0.0007275392,0.0005391529,0.0003467976,0.0002866387],"domain_scores_gemma":[0.9976593,0.0004209051,0.0004433803,0.0003272133,0.001017107,0.0001321126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001914426,0.0004568308,0.3281794,0.01841732,0.0003271611,0.00001556775,0.3273463,3.858946e-7,0.03065428,0.007451422,0.00006871286,0.2851681],"study_design_scores_gemma":[0.003955253,0.0005949213,0.3713137,0.004312789,0.00006606922,0.000004023714,0.1743525,0.00002159848,0.4384136,0.0004868608,0.005938974,0.0005396724],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869846,0.002382661,0.002605524,0.003071277,0.00006781093,0.004299433,0.0002435642,0.00002733303,0.0003178664],"genre_scores_gemma":[0.9756702,0.0002422027,0.02059172,0.002210048,0.0000808688,0.000735996,0.0003355256,0.000017599,0.0001158958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4077593,"threshold_uncertainty_score":0.9975553,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4327575284","doi":"10.1136/bmjoq-2022-002206","title":"Time is tissue. Want to save millions in wound care? Start early: a QI project to expedite referral of high-risk wound care patients to specialised care","year":2023,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Fraser Health","funders":"Fraser Health Authority; Doctors of BC","keywords":"Medicine; Referral; Wound care; Emergency medicine; Psychological intervention; Health care; Intensive care medicine; Family medicine; Nursing","retraction":null,"screen_n_in":null,"score":{"opus":0.1245413395005136,"gpt":0.460228531607521,"spread":0.3356871921070074,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005679464,0.0003664223,0.00104087,0.0004527516,0.0002073315,0.0000994268,0.0003768032,0.0001914124,0.0001469105],"category_scores_gemma":[0.0005233554,0.000328388,0.0001217517,0.001254261,0.00004386548,0.0001259004,0.0004978731,0.0002449235,0.0009709342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047195,"about_ca_system_score_gemma":0.0006297188,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09805252,"about_ca_topic_score_gemma":0.01550643,"domain_scores_codex":[0.9961975,0.0004081315,0.0009677607,0.0008618022,0.000938896,0.0006258739],"domain_scores_gemma":[0.9973514,0.0001270731,0.0002287984,0.001133714,0.0006706241,0.0004884028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.005609438,0.0007647757,0.3455335,0.001167135,0.0003117241,0.0002260128,0.5784175,0.00005087972,0.0003214062,0.00006867521,0.04880209,0.01872685],"study_design_scores_gemma":[0.006182064,0.00312307,0.9159354,0.0008408101,0.0001717803,0.000001458376,0.04282663,0.000001236053,0.002331616,0.00006197072,0.02788863,0.0006353464],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806814,0.00004714368,0.000002069318,0.001399213,0.0004715566,0.01211851,0.003081384,0.00007599919,0.002122688],"genre_scores_gemma":[0.9928733,0.000006156465,0.001194909,0.0006088802,0.0003126947,0.001104093,0.001265702,0.00006475853,0.002569576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5704018,"threshold_uncertainty_score":0.9999168,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2965970575","doi":"10.1136/bmjoq-2018-000421","title":"Impact of a nurse engagement intervention on pain, agitation and delirium assessment in a community intensive care unit","year":2019,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Brock University; Niagara Health System; McMaster University; Regional Municipality of Niagara","funders":"McMaster University","keywords":"Delirium; Medicine; Sedation; Intensive care unit; Intervention (counseling); Pain assessment; Audit; Emergency medicine; Community hospital; Prospective cohort study; Pain scale; Physical therapy; Nursing; Intensive care medicine; Pain management; Anesthesia; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.2727724834766252,"gpt":0.6172367147188903,"spread":0.3444642312422651,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009753342,0.0001296671,0.0003547739,0.0001375822,0.00007377489,0.00004370867,0.0002806623,0.0001161039,0.0002295848],"category_scores_gemma":[0.005203755,0.0001073319,0.00009483363,0.0001616172,0.00004851688,0.00008747548,0.0001454244,0.0006248913,0.00003340302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001962465,"about_ca_system_score_gemma":0.0001286879,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02605752,"about_ca_topic_score_gemma":0.001698266,"domain_scores_codex":[0.9891172,0.009571403,0.0006673602,0.0002383893,0.0002157128,0.0001899519],"domain_scores_gemma":[0.9951906,0.001287314,0.0004016033,0.0006611004,0.002397973,0.00006138072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001551398,0.00118152,0.2037558,0.0005042909,0.0001737079,0.00005378816,0.09614041,0.0000612481,0.00007391586,0.001247659,0.001476452,0.6937798],"study_design_scores_gemma":[0.001277221,0.001244412,0.6786134,0.0005468008,0.000004836606,0.00000416588,0.3176361,0.00004924112,0.00000247985,0.0004689477,0.00005490494,0.00009743193],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917658,0.00003842828,0.0001776642,0.001113783,0.0002338963,0.002285528,0.00005641853,0.00001414765,0.004314355],"genre_scores_gemma":[0.9978452,0.000001764634,0.0001225976,0.001734063,0.000008700614,0.0001058501,0.00009166013,0.00001086199,0.00007929899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6936824,"threshold_uncertainty_score":0.980428,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2899953331","doi":"10.1136/bmjoq-2018-000414","title":"Assessing the utility of drug screening in the emergency: a short report","year":2018,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Observational study; Emergency department; False positive paradox; Drug; Addiction; Complaint; Medical emergency; Emergency medicine; Family medicine; Psychiatry; Pathology","retraction":null,"screen_n_in":null,"score":{"opus":0.8924210032250872,"gpt":0.7254612690622477,"spread":0.1669597341628395,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1469684,0.0002353943,0.0006718851,0.00006330241,0.001803918,0.00009566241,0.001969441,0.0002202348,0.001622514],"category_scores_gemma":[0.02099684,0.0001410861,0.0001237532,0.0008520736,0.0004031574,0.001283744,0.001217652,0.001589678,0.00007946749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000780965,"about_ca_system_score_gemma":0.001744696,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06751426,"about_ca_topic_score_gemma":0.03807067,"domain_scores_codex":[0.9573348,0.036172,0.003760749,0.0007019509,0.001220339,0.0008101549],"domain_scores_gemma":[0.9866712,0.006428865,0.002555065,0.003173107,0.001009971,0.0001617808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001459688,0.00018046,0.9331645,0.0004094118,0.00003234958,0.0000252709,0.02858604,1.401255e-7,0.00003037196,0.002253296,0.01510249,0.02006966],"study_design_scores_gemma":[0.0002367992,0.00002303951,0.9060945,0.000271893,0.00002198641,0.00001145846,0.06536774,0.0001392842,0.00003213501,0.002559495,0.02504496,0.0001967084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8698944,0.00007802387,0.00104708,0.03712974,0.0009981759,0.006085667,0.00002346976,0.00004315641,0.08470026],"genre_scores_gemma":[0.9916637,0.00001384964,0.001390186,0.00489711,0.000576795,0.0006860748,0.00002205452,0.00002501004,0.0007252352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1259715,"threshold_uncertainty_score":0.9994956,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2998850350","doi":"10.1136/bmjoq-2019-000797","title":"Improving timely analgesia administration for musculoskeletal pain in the emergency department","year":2020,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Emergency department; Triage; Patient-controlled analgesia; PDCA; Pain management; Emergency medicine; Medical record; Patient satisfaction; Pacu; Quality management; Medical emergency; Physical therapy; Anesthesia; Nursing; Internal medicine; Postoperative pain","retraction":null,"screen_n_in":null,"score":{"opus":0.1132594938558536,"gpt":0.4521986319396656,"spread":0.338939138083812,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002918124,0.0001207034,0.0002655108,0.00001339939,0.0001196558,0.00001933373,0.0002106521,0.00004154951,0.0001442466],"category_scores_gemma":[0.001626376,0.00008304069,0.0001365531,0.0001835389,0.00002130484,0.000102882,0.00008044946,0.00009957696,0.000009880086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002380466,"about_ca_system_score_gemma":0.0001062665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001464206,"about_ca_topic_score_gemma":0.0003792694,"domain_scores_codex":[0.9984698,0.0003473446,0.0005143931,0.0002683195,0.0002158829,0.0001842492],"domain_scores_gemma":[0.9993653,0.0001029951,0.0001587609,0.0002247513,0.00008252607,0.00006567942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004410767,0.00141107,0.08753412,0.004346264,0.0005905667,0.0001315529,0.01046294,0.000006204732,0.007644581,0.01574291,0.3260966,0.5416225],"study_design_scores_gemma":[0.007012719,0.01145985,0.7964114,0.0001981279,0.0006159754,0.00001641911,0.02515842,0.002362689,0.002091065,0.001860354,0.1513476,0.001465346],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9181476,0.0005297073,0.003548739,0.06216635,0.0002214878,0.009203684,0.0001008362,0.00004224619,0.006039395],"genre_scores_gemma":[0.9957272,0.00003596805,0.0009742217,0.001901267,0.0002617816,0.0008395567,0.0001532723,0.000009342682,0.00009741066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7088773,"threshold_uncertainty_score":0.3386301,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4377292073","doi":"10.1136/bmjoq-2022-002119","title":"Implementation of the YEARS algorithm to optimise pulmonary embolism diagnostic workup in the emergency department","year":2023,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Emergency department; Pulmonary embolism; Medicine; Algorithm; Medical emergency; Emergency medicine; Computer science; Cardiology","retraction":null,"screen_n_in":null,"score":{"opus":0.08688570778566145,"gpt":0.4605500231637367,"spread":0.3736643153780753,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002535742,0.0001256739,0.0003633591,0.00007617232,0.00008543565,0.00002979089,0.0005534599,0.00003638825,0.0003960893],"category_scores_gemma":[0.0002654853,0.00008182657,0.0001079609,0.0008157941,0.00002649263,0.0000782365,0.0005850167,0.00009780376,0.0001036068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006335969,"about_ca_system_score_gemma":0.00008293385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003492472,"about_ca_topic_score_gemma":0.0008770745,"domain_scores_codex":[0.9979205,0.0003700353,0.0006247908,0.0002736346,0.000523142,0.0002878581],"domain_scores_gemma":[0.9987708,0.0002059217,0.0001926295,0.000713219,0.0000473917,0.0000699819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00009015059,0.001771269,0.1549508,0.0002778328,0.0002134794,0.0001660899,0.01042226,0.0003480498,0.0001689398,0.004801366,0.1322057,0.6945841],"study_design_scores_gemma":[0.0005236763,0.00008086032,0.985355,0.00008801652,0.00007356744,0.000002460812,0.005226153,0.00004071934,0.0001093391,0.000494855,0.007885369,0.0001199954],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771836,0.00005549143,0.00005476302,0.01228124,0.0004088864,0.008133681,0.00005693413,0.00002222868,0.001803169],"genre_scores_gemma":[0.9948143,0.0002656759,0.0004874372,0.001735956,0.0001057215,0.002174584,0.000066537,0.00001766181,0.0003321015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8304042,"threshold_uncertainty_score":0.5279596,"prediction_status":"machine_predicted_unvalidated"},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"split"},{"id":"W2981722360","doi":"10.1136/bmjoq-2019-000674","title":"Reducing waste: a guidelines-based approach to reducing inappropriate vitamin D and TSH testing in the inpatient rehabilitation setting","year":2019,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"London Health Sciences Centre; Western University","funders":"London Health Sciences Centre","keywords":"Medicine; Vitamin D and neurology; Rehabilitation; Overdiagnosis; Physical therapy; Intensive care medicine; Internal medicine","retraction":null,"screen_n_in":null,"score":{"opus":0.6879822573420079,"gpt":0.6068196415755728,"spread":0.08116261576643513,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.08656032,0.0003237752,0.0007284136,0.0002219555,0.000896826,0.0001738628,0.0008452584,0.0002711424,0.00002693428],"category_scores_gemma":[0.08130031,0.0002554877,0.00005571768,0.001210357,0.0000716415,0.0007973105,0.0008515085,0.001369999,0.00008929287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005749215,"about_ca_system_score_gemma":0.00157309,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03278811,"about_ca_topic_score_gemma":0.0006985869,"domain_scores_codex":[0.9737973,0.02005283,0.003195046,0.001162554,0.0008979375,0.0008943936],"domain_scores_gemma":[0.9795125,0.01569332,0.001925959,0.001615194,0.001000445,0.0002525467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001220514,0.0008871028,0.6053618,0.01117766,0.00003588926,0.0000079274,0.202281,0.005285155,0.003088826,0.004192756,0.004843433,0.1616179],"study_design_scores_gemma":[0.00419534,0.0008688608,0.6488154,0.007392606,0.00004120482,0.00001090524,0.3006871,0.03194792,0.00009281992,0.001255207,0.003397851,0.001294835],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9389496,0.00003261861,0.000647232,0.03678327,0.0004064564,0.01559899,0.00002370302,0.00007200152,0.007486103],"genre_scores_gemma":[0.882441,0.000001241514,0.1033377,0.01146137,0.0002572501,0.002267292,0.0000418324,0.00004738729,0.0001449293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1603231,"threshold_uncertainty_score":0.9999897,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3125340303","doi":"10.1136/bmjoq-2020-001179","title":"NO WAIT: new organised well-adapted immediate triage: a lean improvement project","year":2021,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Triage; Emergency department; Medicine; Medical emergency; Emergency medicine; Multidisciplinary team; Nursing","retraction":null,"screen_n_in":null,"score":{"opus":0.1170058504923668,"gpt":0.4381150568993122,"spread":0.3211092064069455,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001367958,0.0002651802,0.0007877821,0.00004062623,0.0001768238,0.00005929207,0.0002796155,0.0001020613,0.002922028],"category_scores_gemma":[0.001971407,0.0002157606,0.0001943251,0.0004467127,0.00005003514,0.0001480563,0.0005962043,0.0002594939,0.0004022275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001012989,"about_ca_system_score_gemma":0.001420525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002514236,"about_ca_topic_score_gemma":0.0004923572,"domain_scores_codex":[0.9975089,0.0001926039,0.0008292554,0.0005844895,0.0004845835,0.0004002139],"domain_scores_gemma":[0.9981447,0.0001086176,0.0002786843,0.0007864729,0.0004864749,0.0001950031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003124427,0.0010522,0.004065023,0.0009574844,0.001263557,0.000574551,0.003732716,3.948331e-7,0.07977715,0.002665396,0.8492475,0.0535396],"study_design_scores_gemma":[0.02697925,0.001728882,0.03578212,0.0005606129,0.0008678443,0.00005954722,0.01179805,0.00004424917,0.1168359,0.001173018,0.8025258,0.001644722],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4817494,0.00244319,0.0004834047,0.03954329,0.004518123,0.01943542,0.0002732814,0.000423862,0.4511301],"genre_scores_gemma":[0.6302937,0.00207235,0.007077479,0.02005517,0.004005097,0.00106761,0.001052441,0.0001887945,0.3341874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1485443,"threshold_uncertainty_score":0.9979894,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2896409898","doi":"10.1136/bmjoq-2018-000413","title":"Pain, agitation and delirium assessment and management in a community medical-surgical ICU: results from a prospective observational study and nurse survey","year":2018,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Brock University; Regional Municipality of Niagara; McMaster University; Niagara Health System","funders":"McMaster University","keywords":"Delirium; Medicine; Observational study; Sedation; Psychological intervention; Intensive care unit; Pain assessment; Community hospital; Emergency medicine; Quality management; Nursing; Intensive care medicine; Pain management; Physical therapy; Internal medicine; Anesthesia","retraction":null,"screen_n_in":null,"score":{"opus":0.2503096541979047,"gpt":0.5216092628340167,"spread":0.2712996086361119,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01372682,0.0001627078,0.0004126799,0.00007493082,0.0001809491,0.00008570248,0.000124241,0.00008368998,0.00003826896],"category_scores_gemma":[0.04733372,0.0001439189,0.00001673839,0.0002099278,0.0003996326,0.0001609366,0.0003828114,0.0003586577,0.000001884621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001068143,"about_ca_system_score_gemma":0.000146248,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01840552,"about_ca_topic_score_gemma":0.02448548,"domain_scores_codex":[0.9939414,0.004351734,0.0005824649,0.0004141119,0.0005430293,0.0001672181],"domain_scores_gemma":[0.9804988,0.003687167,0.0002754002,0.0004716007,0.01484333,0.0002236999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005233254,0.001312002,0.9665317,0.00006750599,0.0002383978,0.0001022646,0.008136064,7.187359e-8,0.000005747926,0.0003955547,0.003900563,0.01407687],"study_design_scores_gemma":[0.01060021,0.0008274635,0.9080991,0.0002441877,0.0000462483,0.00000626682,0.07879961,0.00038263,0.000002989417,0.0007579959,0.00006080502,0.0001724525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820123,0.00002138091,0.0001598219,0.00900873,0.00004790402,0.005047614,0.0001632397,0.00001407332,0.003524986],"genre_scores_gemma":[0.9778785,0.00001973874,0.0007006815,0.02046844,0.00003270802,0.0002699565,0.0005498945,0.00001110325,0.00006901366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07066355,"threshold_uncertainty_score":0.9933151,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2947359909","doi":"10.1136/bmjoq-2018-000521","title":"Reducing two-unit red cell transfusions on the oncology ward: a choosing wisely initiative","year":2019,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Blood transfusion and management","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"Unit (ring theory); Audit; Medicine; Blood transfusion; Order (exchange); Medical emergency; Emergency medicine; Internal medicine; Psychology; Business; Accounting; Finance","retraction":null,"screen_n_in":null,"score":{"opus":0.2196362829556268,"gpt":0.4634340643753369,"spread":0.2437977814197101,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002952548,0.0001927976,0.0005236051,0.00007714078,0.0002426909,0.00005883312,0.0003677495,0.00009644126,0.002658616],"category_scores_gemma":[0.0001853187,0.0001306331,0.0001441062,0.0002861911,0.00007115919,0.0001173189,0.0001649918,0.0004829499,0.0004272471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009479973,"about_ca_system_score_gemma":0.0003075192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001164117,"about_ca_topic_score_gemma":0.0002229667,"domain_scores_codex":[0.9974299,0.0008971645,0.0005333173,0.0004504086,0.0003831178,0.0003060929],"domain_scores_gemma":[0.9982126,0.0005051708,0.0001966497,0.0008205884,0.000113208,0.0001517935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02394185,0.01662551,0.0121065,0.002523324,0.002184689,0.0005844096,0.1048796,0.0004159391,0.2136975,0.1689886,0.1103919,0.3436602],"study_design_scores_gemma":[0.05136508,0.005568554,0.2986647,0.002634111,0.001263061,0.00009158166,0.05128976,0.0007553604,0.05407187,0.004158285,0.528121,0.002016668],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5057157,0.00001215659,0.0001430545,0.04478381,0.000270081,0.00555362,0.00001187853,0.00004706975,0.4434627],"genre_scores_gemma":[0.979501,0.00003736762,0.0007032724,0.01469542,0.00009124681,0.00028005,0.00002055722,0.00002661621,0.004644462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4737853,"threshold_uncertainty_score":0.9982531,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4396562329","doi":"10.1136/bmjoq-2023-002677","title":"Practical guide to implementing patient-reported outcome measures in gender-affirming care: evaluating acceptability, appropriateness and feasibility","year":2024,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"National Institute for Health and Care Research","keywords":"Prom; Health care; Intervention (counseling); Medicine; Transgender; Patient-reported outcome; Health professionals; Family medicine; Psychology; Physical therapy; Clinical psychology; Nursing; Quality of life (healthcare); Obstetrics","retraction":null,"screen_n_in":null,"score":{"opus":0.6215447601327015,"gpt":0.6619323475499787,"spread":0.0403875874172771,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02128264,0.0003267836,0.0007187509,0.0001937542,0.000366176,0.0007038195,0.0004613878,0.0002160808,0.0006828906],"category_scores_gemma":[0.007524346,0.0003115054,0.0001282814,0.0005939491,0.00008991206,0.0005760151,0.001376203,0.0005319036,0.00009945595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005716755,"about_ca_system_score_gemma":0.0008141395,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0871321,"about_ca_topic_score_gemma":0.01628343,"domain_scores_codex":[0.9908668,0.003399612,0.00256924,0.001409225,0.0008192979,0.0009357714],"domain_scores_gemma":[0.9967373,0.0009047244,0.0004704447,0.001219188,0.0003327298,0.0003355861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002596477,0.0002155021,0.8513871,0.001787746,0.00007516473,0.0000610648,0.01255513,0.000003098626,0.00008158517,0.003168704,0.001419052,0.1289861],"study_design_scores_gemma":[0.001049271,0.0001320463,0.9840247,0.00003635476,0.0001033967,0.00005365645,0.008929186,0.00005167684,0.00002339669,0.001770546,0.003333765,0.0004919872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661947,0.0003305309,0.0005380973,0.003179047,0.001239367,0.006182545,0.00005393481,0.0001238137,0.02215794],"genre_scores_gemma":[0.9931692,0.000004462072,0.00486658,0.0005980733,0.000250615,0.0007283685,0.00002769858,0.0000445282,0.0003104547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1326375,"threshold_uncertainty_score":0.9999337,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2784241418","doi":"10.1136/bmjoq-2017-000090","title":"Ensuring adequate vascular access in patients with major trauma: a quality improvement initiative","year":2018,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"PDCA; Quality management; Medicine; Root cause analysis; Audit; Medical emergency; Vascular access; Emergency medicine; Intensive care medicine; Operations management; Surgery; Business; Management system; Engineering","retraction":null,"screen_n_in":null,"score":{"opus":0.1764036920015907,"gpt":0.4608413840831566,"spread":0.2844376920815658,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002013863,0.0002721685,0.0007483145,0.00008672872,0.0001782025,0.00007004368,0.000381212,0.00007927408,0.0003615415],"category_scores_gemma":[0.0003403735,0.0002044577,0.0001106461,0.000380082,0.0001774335,0.0004553076,0.0004917532,0.0002090601,0.0000477651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001790892,"about_ca_system_score_gemma":0.0001230462,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007279126,"about_ca_topic_score_gemma":0.005047462,"domain_scores_codex":[0.9970235,0.0003686349,0.0008908517,0.0005967378,0.0006601748,0.0004600684],"domain_scores_gemma":[0.9982548,0.00007892647,0.0003396918,0.0006809317,0.0004969916,0.0001487099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003860459,0.001398794,0.8956116,0.0003814812,0.0006090752,0.00001408563,0.006960246,7.438151e-7,0.00003094694,0.0005234171,0.0004420112,0.09016708],"study_design_scores_gemma":[0.008795904,0.001125383,0.9863971,0.0002080185,0.0000811551,3.658338e-7,0.001645223,0.000001966261,0.0007062068,0.0001916169,0.0004661048,0.0003809738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768759,0.00003987519,0.00009277264,0.0004480383,0.0002543669,0.003745148,0.00005337221,0.0000403601,0.01845018],"genre_scores_gemma":[0.9980955,0.000004635531,0.0002975294,0.0006841736,0.0001429462,0.0005400775,0.00005441992,0.00002605572,0.0001547127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09078542,"threshold_uncertainty_score":0.9993315,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}