{"id":"W4392368974","doi":"10.1016/j.jogc.2024.102431","title":"A Pilot Study in Fatigue Risk Management Among Obstetrics and Gynaecology Residents at the University of Alberta","year":2024,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Faculty of Medicine and Dentistry, University of Alberta","keywords":"Pager; Medicine; Obstetrics and gynaecology; Sleep deprivation; Descriptive statistics; Family medicine; Gerontology; Psychiatry; Pregnancy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006204501,0.0001888714,0.0004190239,0.0006171789,0.000197741,0.00002454478,0.000332314,0.0001337712,0.001050223],"category_scores_gemma":[0.001578691,0.0001527733,0.00005155598,0.001076013,0.0002049336,0.00008259175,0.0002217083,0.0007309235,0.00000317327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00102119,"about_ca_system_score_gemma":0.0002645307,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1572628,"about_ca_topic_score_gemma":0.536698,"domain_scores_codex":[0.9980289,0.0004478956,0.000583237,0.0003080088,0.0002886467,0.0003432684],"domain_scores_gemma":[0.9882528,0.01082176,0.0004169662,0.0002476019,0.0001098402,0.0001510614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000188585,0.0002623382,0.8916789,0.00001885314,0.0007666101,0.008293484,0.001879369,0.0001381404,1.487306e-7,0.0003976651,0.004191347,0.09235431],"study_design_scores_gemma":[0.003018671,0.001179841,0.9884022,0.0000134873,0.0003714057,0.00001461275,0.005267204,0.00003970663,6.188781e-7,0.00008241467,0.001469497,0.0001403098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603348,0.01611055,0.00001529088,0.0001498533,0.01602446,0.0003703122,0.00001394329,0.000004220617,0.006976519],"genre_scores_gemma":[0.9979025,0.0008543133,0.0000346595,0.00005364172,0.000008998292,0.00000200166,0.000001727335,0.00001648657,0.001125692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3794352,"threshold_uncertainty_score":0.999863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01818356050536258,"score_gpt":0.24562132454555,"score_spread":0.2274377640401874,"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."}}