{"id":"W1971359043","doi":"10.1097/acm.0b013e31829e5727","title":"Why Resident Duty Hours Regulations Must Address Attending Physicians’ Workload","year":2013,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health; Sunnybrook Health Science Centre; University of Toronto; Health Sciences Centre; Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Workload; Graduate medical education; Accreditation; Duty; Medicine; Patient safety; Burnout; Nursing; Patient care; Medical education; Family medicine; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0004284328,0.000789321,0.001677883,0.0006402776,0.0002439621,0.00001996939,0.0005896386,0.002116724,0.004713793],"category_scores_gemma":[0.0009747064,0.0005633429,0.0002930677,0.0006635264,0.0004920177,0.0001967764,0.0001970727,0.007255124,0.0004459438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003123885,"about_ca_system_score_gemma":0.0001800472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000494991,"about_ca_topic_score_gemma":0.000005124064,"domain_scores_codex":[0.9951169,0.0001511423,0.001203662,0.0009620532,0.001512928,0.00105332],"domain_scores_gemma":[0.9968424,0.0006156137,0.0006409553,0.001159903,0.0002540264,0.0004870717],"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":[0.00001792823,0.000008075779,0.004061516,0.0003124051,0.000190967,0.0004576433,0.00103075,0.000001279635,0.0003291191,0.00003878538,0.9910876,0.002463957],"study_design_scores_gemma":[0.001569011,0.0002475494,0.01410507,0.01349859,0.0009662752,0.0001690353,0.001053333,0.00002602689,0.00009783868,0.0004461269,0.9672148,0.0006064025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00978004,0.006019842,0.0001151399,0.9709425,0.002437797,0.00131772,0.00002509807,0.0002899714,0.009071869],"genre_scores_gemma":[0.01023507,0.002310003,0.0001259871,0.8574451,0.02723004,0.0001427178,0.0007477655,0.000190539,0.1015728],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1134974,"threshold_uncertainty_score":0.9996818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04219790510007774,"score_gpt":0.3245453417698173,"score_spread":0.2823474366697395,"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."}}