{"id":"W2977552065","doi":"10.1503/cmaj.1095798","title":"How work hours affect medical resident performance and wellness","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Graduate medical education; Affect (linguistics); Work (physics); Work hours; Medicine; Medical education; Family medicine; Psychology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001677157,0.000213112,0.0003546544,0.0005567531,0.0009083002,0.002165734,0.0005730789,0.001170395,0.003900928],"category_scores_gemma":[0.01511163,0.0002417121,0.0005660367,0.0007280071,0.001181069,0.0009111241,0.0007940574,0.00127573,0.0008064267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001174164,"about_ca_system_score_gemma":0.001991037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03650175,"about_ca_topic_score_gemma":0.06399039,"domain_scores_codex":[0.9986324,0.0004159619,0.00007224543,0.0001801906,0.0003330196,0.000366166],"domain_scores_gemma":[0.987837,0.003624223,0.003186926,0.0003916464,0.001544518,0.003415735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002664293,0.0004381527,0.9625233,0.0001766661,0.0004399183,0.00007577905,0.002758171,0.0002365167,0.0003792329,0.0007292784,0.004231376,0.02774527],"study_design_scores_gemma":[0.000007734306,0.0000923873,0.9965093,0.00006206051,0.00004335792,0.00002371695,0.001421375,0.00007009773,0.00005016667,0.0003783778,0.001327217,0.00001429451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781506,0.003349983,0.0002555743,0.008755328,0.000257728,0.00001612057,0.0003320192,0.00001090358,0.008871782],"genre_scores_gemma":[0.9963524,0.001341754,0.0001878026,0.0007623606,0.0001487175,0.000008036694,0.000162153,0.00000805021,0.0010287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03650175,"threshold_uncertainty_score":0.07257861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853721242044355,"score_gpt":0.3420671774178082,"score_spread":0.3235299649973646,"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."}}