{"id":"W2054130288","doi":"10.1542/peds.2010-1955","title":"Prospective Evaluation of Residents On Call: Before and After Duty-Hour Reduction","year":2011,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Ontario Institute for Cancer Research","funders":"","keywords":"Medicine; Interquartile range; Patient care; Work hours; Actigraphy; Emergency medicine; Pediatrics; Nursing; Internal medicine; Working hours; Circadian rhythm","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002663273,0.00006901046,0.000117937,0.0001084635,0.00002465327,0.000002838971,0.00002074388,0.00005873317,0.0001083896],"category_scores_gemma":[0.0002666285,0.00005120733,0.00003320659,0.0001381689,0.00002805386,0.00005369152,0.00001779679,0.00008472551,0.00001274874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005638842,"about_ca_system_score_gemma":0.00007356153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006508824,"about_ca_topic_score_gemma":0.00001080508,"domain_scores_codex":[0.9992445,0.00002205173,0.0001475664,0.0001419435,0.0003567984,0.00008720273],"domain_scores_gemma":[0.9994852,0.000009539366,0.00006367548,0.0001281233,0.0002267428,0.00008671841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001863235,0.0001292746,0.9927441,0.00005144445,0.00001012714,0.000004838251,0.002143747,3.401436e-7,0.00002859121,0.00008715117,0.0003372668,0.00427675],"study_design_scores_gemma":[0.0006914752,0.0005386745,0.9963584,0.00002115653,0.0002322872,0.00000781303,0.0001761178,0.0000299175,0.0006290383,0.001254389,0.00001336821,0.00004737755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968179,0.0001889563,0.000005726863,0.0001532905,0.0001451856,0.0003503835,0.000003243757,0.00001629221,0.002318945],"genre_scores_gemma":[0.9985743,0.00007412559,0.0004764729,0.00003176194,0.0002017371,0.00002121273,0.000003225079,0.00001018978,0.0006070291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004229372,"threshold_uncertainty_score":0.2088174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0259664282535284,"score_gpt":0.30142748005474,"score_spread":0.2754610518012116,"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."}}