{"id":"W1965723016","doi":"10.1007/bf03019891","title":"Self-perceived impact of sleep deprivation in anesthesia residents","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Sleep deprivation; Sleep (system call); Anesthesia; Psychology; Medicine; Developmental psychology; Clinical psychology; Psychiatry; Computer science; Cognition","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":[0.0007907825,0.0001423163,0.0002394482,0.0004718481,0.0004569793,0.0004729213,0.0001865618,0.0004248145,0.002106867],"category_scores_gemma":[0.005098754,0.0001528769,0.0004794754,0.0002719222,0.0003426828,0.0002797527,0.000620929,0.0006173795,0.0002355628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000473529,"about_ca_system_score_gemma":0.0005105875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006383501,"about_ca_topic_score_gemma":0.01765137,"domain_scores_codex":[0.999503,0.000126192,0.00006724194,0.00003584739,0.0001575254,0.0001102192],"domain_scores_gemma":[0.9952551,0.0008628542,0.001780399,0.00008798486,0.0006144316,0.001399246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003720278,0.000517749,0.9912949,0.00004532613,0.0001190758,0.0001115385,0.001429935,0.00008567053,0.0008768062,0.00001871797,0.0002329286,0.004895246],"study_design_scores_gemma":[0.000005191752,0.0003105223,0.9982522,0.000005400407,0.00001331345,0.0000663364,0.001079277,0.00007162176,0.00005398525,0.000007577802,0.0001294602,0.000005182635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992141,0.0001081961,0.00001472632,0.00007284947,0.000007922767,0.000005393416,0.00006619237,0.0000011565,0.0005094017],"genre_scores_gemma":[0.9994512,0.00008538573,0.00004239779,0.00005228592,0.000010451,0.0000052992,0.00007797076,6.655944e-7,0.0002742941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006383501,"threshold_uncertainty_score":0.01269269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349861790130917,"score_gpt":0.2674334060805321,"score_spread":0.2539347881792229,"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."}}