{"id":"W4402433592","doi":"10.1093/pch/pxae046","title":"Unintended consequences of a night float system in Paediatric Residency","year":2024,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Hospital for Sick Children","keywords":"Float (project management); Unintended consequences; Residency training; Medical education; Aeronautics; Medicine; Engineering; Economics; Political science; Management; Continuing education","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008956284,0.0002158774,0.0002354739,0.0003567005,0.003451145,0.001727592,0.0009560761,0.001372887,0.003567235],"category_scores_gemma":[0.02961493,0.0003404052,0.0004053191,0.0003568672,0.00348753,0.001408918,0.003741373,0.001528545,0.0002746177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003997234,"about_ca_system_score_gemma":0.005453188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004932801,"about_ca_topic_score_gemma":0.01196262,"domain_scores_codex":[0.988841,0.006444443,0.0006256929,0.0003408151,0.002129736,0.001618292],"domain_scores_gemma":[0.9809651,0.008679387,0.005723855,0.0006768877,0.001280106,0.002674637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008875083,0.001725278,0.4380802,0.002503615,0.0001590447,0.00779802,0.3829536,0.002201898,0.006085244,0.00458535,0.008885517,0.1441347],"study_design_scores_gemma":[0.00006087692,0.00307746,0.4397371,0.001331218,0.00007689116,0.005326888,0.5217559,0.001288824,0.003696826,0.001504174,0.02202428,0.0001195548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921392,0.0004076258,0.0009983763,0.003134464,0.00007856687,0.00005553392,0.0000422429,0.00003554086,0.003108436],"genre_scores_gemma":[0.9981553,0.0001927076,0.0005336886,0.0005643587,0.00002193875,0.00004632097,0.00001622286,0.000008726283,0.0004607045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008956284,"threshold_uncertainty_score":0.0473659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01465181911143999,"score_gpt":0.2937542030530149,"score_spread":0.2791023839415749,"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."}}