{"id":"W3097228656","doi":"10.1001/jamanetworkopen.2020.23256","title":"Association of Sleep Disorders With Physician Burnout","year":2020,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network","funders":"National Institute for Occupational Safety and Health; National Heart, Lung, and Blood Institute; Brigham Research Institute; National Institutes of Health; Brigham and Women's Hospital","keywords":"Burnout; Sleep (system call); Association (psychology); Medicine; Cross-sectional study; Psychiatry; Family medicine; Clinical psychology; Psychology; Psychotherapist","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":[0.001072747,0.0001744241,0.0005047527,0.00002102581,0.0006405712,0.0000286205,0.0005477162,0.0002757309,0.0005265917],"category_scores_gemma":[0.0002074329,0.0001296288,0.00006107781,0.0004772192,0.00002689001,0.0003130838,0.0003409599,0.0008717292,0.0001780164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001186999,"about_ca_system_score_gemma":0.0003705721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008284352,"about_ca_topic_score_gemma":0.001026249,"domain_scores_codex":[0.997036,0.0009594297,0.000602931,0.0003249183,0.0004244779,0.0006522335],"domain_scores_gemma":[0.997739,0.000705964,0.0007926067,0.0002574648,0.0002586411,0.0002463708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006861538,0.00008738312,0.8260188,0.0003783584,0.0001642943,0.000002817758,0.003771755,0.0004837389,0.0000250834,0.002738005,0.1072427,0.05840098],"study_design_scores_gemma":[0.006205842,0.000761063,0.5668699,0.007427756,0.0001341394,1.851458e-7,0.00871316,0.004634096,0.00003467479,0.003639111,0.4008895,0.0006905646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2822721,0.001984349,0.001363566,0.4161929,0.001533976,0.006607133,0.0001727671,0.0002441546,0.2896291],"genre_scores_gemma":[0.9774251,0.000324226,0.0009296146,0.01691081,0.001879193,0.000211366,0.00007146258,0.00004509773,0.002203153],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.695153,"threshold_uncertainty_score":0.5765809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03697175166548475,"score_gpt":0.3755911427498611,"score_spread":0.3386193910843763,"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."}}