{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009268712,0.0002091062,0.0006563485,0.0008615551,0.00008948348,0.00002156554,0.000142066,0.0001356268,0.00006140357],"category_scores_gemma":[0.000343473,0.0001542332,0.0001904705,0.001854637,0.0001221738,0.00008626989,0.00006096015,0.0005304629,0.00006604161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003657459,"about_ca_system_score_gemma":0.002083291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007584729,"about_ca_topic_score_gemma":0.00008392304,"domain_scores_codex":[0.9976441,0.000131063,0.000889132,0.0003993462,0.0004561316,0.0004802147],"domain_scores_gemma":[0.9987712,0.0002414385,0.0001539352,0.0003216071,0.00009212765,0.0004196923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001978182,0.0005458225,0.7494191,0.01934044,0.0001333151,0.001465562,0.005466516,0.00001926453,0.00009363572,0.1852825,0.02015527,0.01788077],"study_design_scores_gemma":[0.007173368,0.004575018,0.9063885,0.0122301,0.0006694365,0.001485449,0.01043464,0.002552142,0.000952633,0.01236926,0.03946956,0.001699878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4853121,0.3320305,0.0003097678,0.1323449,0.004657504,0.003420863,0.0002254915,0.001005549,0.04069337],"genre_scores_gemma":[0.991491,0.006229523,0.0007937932,0.0004796955,0.0005068545,0.0000162413,0.00002225511,0.00003124368,0.0004293931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5061789,"threshold_uncertainty_score":0.6289448,"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."}}