{"id":"W2166607197","doi":"10.1503/cmaj.1031613","title":"Trainee fatigue: Are new limits on work hours enough?","year":2004,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Surprise; Sleep deprivation; Night work; Work (physics); Sleep (system call); Sleep loss; Work hours; Medicine; Computer science; Psychology; Shift work; Psychiatry; Circadian rhythm; Internal medicine; Social 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":[0.001810501,0.0005449922,0.001187066,0.000404425,0.002829574,0.002271909,0.001450125,0.03275185,0.006023271],"category_scores_gemma":[0.01363273,0.0004412883,0.0007354621,0.0005170186,0.002549351,0.004092201,0.000705378,0.0257994,0.002854877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004831445,"about_ca_system_score_gemma":0.004138179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02556771,"about_ca_topic_score_gemma":0.05518269,"domain_scores_codex":[0.9985433,0.0003013459,0.0002492374,0.0001645456,0.0004944083,0.0002472516],"domain_scores_gemma":[0.995007,0.002174475,0.0004109074,0.0001266743,0.001171995,0.001108886],"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":[0.0001628492,0.0001204196,0.005701655,0.0002485445,0.00003025834,0.00780128,0.0008280288,0.0001284677,0.0006303617,0.00255589,0.9290967,0.05269556],"study_design_scores_gemma":[0.0003492141,0.000526225,0.02343932,0.001593843,0.00009448642,0.02114524,0.007614338,0.0008214702,0.0003749151,0.01726965,0.9265714,0.0002000152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00107835,0.002056406,0.00006562635,0.9903419,0.004625682,0.000007674982,0.0000173354,0.00001281569,0.001794148],"genre_scores_gemma":[0.01393755,0.006049763,0.0003311252,0.9286001,0.0442635,0.00003704291,0.00003704588,0.00001355993,0.006730407],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03275185,"threshold_uncertainty_score":0.05083776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02721652865679376,"score_gpt":0.2712120093091631,"score_spread":0.2439954806523693,"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."}}