{"id":"W2341247025","doi":"10.1007/s12630-008-9003-8","title":"Perceived sleepiness in Canadian anesthesia residents: a national survey","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"University of Toronto","keywords":"Epworth Sleepiness Scale; Demographics; Excessive daytime sleepiness; Demography; Medicine; Psychology; Anesthesia; Psychiatry; Sleep disorder; Polysomnography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0009777918,0.0003323995,0.0004226025,0.001543781,0.001969519,0.0009299939,0.001219217,0.0008822507,0.001914535],"category_scores_gemma":[0.003290647,0.0004833757,0.0006670872,0.003624502,0.0006183373,0.0005122613,0.0007795362,0.001058528,0.0003605968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01365799,"about_ca_system_score_gemma":0.01321163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9816815,"about_ca_topic_score_gemma":0.9889863,"domain_scores_codex":[0.9987808,0.00007861589,0.00009672503,0.0001057405,0.0005831135,0.0003551496],"domain_scores_gemma":[0.9966354,0.0001459476,0.0006368341,0.00006383941,0.001584519,0.0009334611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003962149,0.00008145558,0.9954122,0.00002544018,0.00004410656,0.00004837072,0.000876563,0.0000355503,0.00009034196,0.00001798911,0.001528621,0.001799809],"study_design_scores_gemma":[0.000002799291,0.00001206693,0.9989573,0.000007688063,0.000005109743,0.0000170595,0.000655764,0.00003613472,0.000006571579,0.000001990838,0.0002926451,0.000004894007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933088,0.0004080908,0.0000541868,0.0005709373,0.0000271613,0.00005024921,0.003395593,0.000006927838,0.002178039],"genre_scores_gemma":[0.9954958,0.0006407356,0.0001715573,0.0005357106,0.00001929967,0.00004865011,0.001979722,0.000005675498,0.001102846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01831847,"threshold_uncertainty_score":0.09909612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03135453182642974,"score_gpt":0.2684416599745172,"score_spread":0.2370871281480875,"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."}}