{"id":"W2018224860","doi":"10.1503/cmaj.131053","title":"Resident duty hours in Canada: past, present and future","year":2014,"lang":"en","type":"review","venue":"Canadian Medical Association Journal","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto General Hospital; St. Michael's Hospital","funders":"","keywords":"Duty; Medical education; Medical school; Medicine; Library science; Computer science; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003537009,0.0009648849,0.002725415,0.00953941,0.001738983,0.003961647,0.002443343,0.002113537,0.006453029],"category_scores_gemma":[0.01346847,0.0005962717,0.001141597,0.01716019,0.001409622,0.001751791,0.000911814,0.002761625,0.0007817057],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02435339,"about_ca_system_score_gemma":0.08696017,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.818186,"about_ca_topic_score_gemma":0.9112105,"domain_scores_codex":[0.9977059,0.0002346533,0.0002516304,0.000168283,0.001381322,0.0002581177],"domain_scores_gemma":[0.9840624,0.002996196,0.001976637,0.0000971097,0.009606629,0.001261098],"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":[0.0002393598,0.00004176999,0.004226103,0.09892675,0.0005091355,0.0001327183,0.0005887867,0.0002133912,0.00008113332,0.002125586,0.3954674,0.4974479],"study_design_scores_gemma":[0.00011013,0.0001128836,0.04484755,0.1860155,0.002224627,0.0005844638,0.002084367,0.000240296,0.0001085989,0.0008453322,0.7626755,0.0001507036],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001573619,0.9940362,0.00001323925,0.003300794,0.001676334,0.000007541021,0.0002969062,0.000004029057,0.0005075556],"genre_scores_gemma":[0.00266481,0.9948571,0.00005472905,0.0009269491,0.001062425,0.000009398033,0.0001952591,0.000002607874,0.0002267531],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9756466,"threshold_uncertainty_score":0.3657693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01029218365973435,"score_gpt":0.2763312066146026,"score_spread":0.2660390229548683,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}