{"id":"W4307056388","doi":"10.1093/pch/pxac100.085","title":"86 Sleep and Fatigue in Residency: Identifying Needs for a Pilot Fatigue Risk Management Plan","year":2022,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agricultural Research Institute of Ontario; Children's Hospital of Eastern Ontario","funders":"","keywords":"Medicine; Health care; Harm; Medical emergency; Psychology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.009743228,0.0004553012,0.0003322024,0.001273741,0.002205281,0.001060793,0.001744998,0.0009375116,0.003596671],"category_scores_gemma":[0.0193326,0.0005090083,0.0006836982,0.0004129459,0.0004243902,0.001154321,0.001882993,0.001288279,0.0006930864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002750048,"about_ca_system_score_gemma":0.01448612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007429227,"about_ca_topic_score_gemma":0.01851745,"domain_scores_codex":[0.9971406,0.00136102,0.0002647475,0.0001229199,0.0005518817,0.0005588053],"domain_scores_gemma":[0.9878266,0.003145262,0.001806687,0.0004479528,0.00253312,0.00424036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001126881,0.02038173,0.3672571,0.001663494,0.00008567873,0.002263287,0.01197849,0.004542076,0.006082257,0.0005601944,0.0281315,0.5559273],"study_design_scores_gemma":[0.001230162,0.04830744,0.7715628,0.0034304,0.0002956215,0.002073616,0.06898914,0.03881199,0.01017067,0.001760211,0.05303674,0.0003311288],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9454922,0.0006159276,0.01293959,0.01126189,0.000187323,0.01873691,0.0004412891,0.001006973,0.009317822],"genre_scores_gemma":[0.8534114,0.001056935,0.1291735,0.001504181,0.0001216493,0.01160875,0.0006201646,0.00003018629,0.002473185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009743228,"threshold_uncertainty_score":0.05152774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09744725213161257,"score_gpt":0.4056617149788059,"score_spread":0.3082144628471933,"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."}}