{"id":"W2045126208","doi":"10.1001/archsurg.2011.121","title":"Prospective Evaluation of Consultant Surgeon Sleep Deprivation and Outcomes in More Than 4000 Consecutive Cardiac Surgical Procedures","year":2011,"lang":"en","type":"article","venue":"Archives of Surgery","topic":"Sleep and related disorders","field":"Psychology","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Prospective cohort study; Surgery; Complication; Evening; Sleep deprivation; Cohort; Coronary artery bypass surgery; Artery; Internal medicine; Circadian rhythm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001051573,0.0002329436,0.0002600185,0.0006845447,0.0003270173,0.0004361589,0.0003518,0.000365057,0.0009181524],"category_scores_gemma":[0.004818324,0.0003049672,0.0002949838,0.0009366165,0.0002094469,0.000391883,0.0005389394,0.0003680017,0.0001592157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003984202,"about_ca_system_score_gemma":0.000433257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005345309,"about_ca_topic_score_gemma":0.00977052,"domain_scores_codex":[0.9990054,0.0002700011,0.0001282748,0.0002089047,0.0002473047,0.0001401613],"domain_scores_gemma":[0.9939941,0.0008432397,0.003875419,0.0002269482,0.0005060227,0.0005543788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004065009,0.000009601938,0.9994484,0.000003378092,0.00001364284,0.00001977573,0.00001295295,0.00001108313,0.00003375427,0.000001827718,0.00002359999,0.0003813707],"study_design_scores_gemma":[0.000004033626,0.00007635204,0.9996227,0.000002554055,0.000005697706,0.0001244881,0.00003735006,0.00006431677,0.00001544941,0.000002359845,0.00004323071,0.000001464171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994084,0.0001297875,0.00005215957,0.00001460431,0.000002880353,0.000006759326,0.0002606002,0.000001715567,0.0001231979],"genre_scores_gemma":[0.9993159,0.00007320974,0.00008295306,0.00001639495,0.000008818993,0.00001115972,0.0004499879,0.000001148599,0.00004045757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005345309,"threshold_uncertainty_score":0.0106284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03590891919457966,"score_gpt":0.2989901896493135,"score_spread":0.2630812704547338,"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."}}