{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005703592,0.0001494216,0.0004730668,0.0003753798,0.00002953339,0.000002795784,0.00006190599,0.0001054096,0.0000864416],"category_scores_gemma":[0.0004938494,0.0001251673,0.0001347402,0.0002237763,0.0005109502,0.00006757793,0.00003282407,0.0001323329,0.000002492863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001070521,"about_ca_system_score_gemma":0.0001076012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008004564,"about_ca_topic_score_gemma":0.00005651986,"domain_scores_codex":[0.9983947,0.0003726454,0.0004767256,0.0002945866,0.0002472217,0.0002141592],"domain_scores_gemma":[0.9975919,0.001809156,0.0002527435,0.0001878315,0.0001090501,0.00004930866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005703103,0.0003971485,0.9633999,0.00003132509,0.0005262108,0.00001104048,0.02013953,0.000005161544,0.0001234116,0.002374793,0.00001851863,0.01240268],"study_design_scores_gemma":[0.001274475,0.00003693965,0.9889992,0.0001044372,0.0001336997,0.00000567278,0.004634517,0.00007621383,0.001074593,0.003520651,0.000004965776,0.0001345622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983445,0.001678411,0.000007279476,0.00005789449,0.0002194736,0.0005647644,0.0000296386,0.0000185299,0.01397895],"genre_scores_gemma":[0.9995013,0.0002945485,0.0000433855,0.000007108458,0.000006481729,0.00008271915,0.00002089112,0.00001411808,0.00002947105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0255994,"threshold_uncertainty_score":0.5104174,"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."}}