{"id":"W4288066133","doi":"10.1097/pec.0000000000002142","title":"Safety Audits in the Emergency Department","year":2020,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Chronic Disease Management Strategies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster Children's Hospital","funders":"","keywords":"Medicine; Triage; Emergency department; Patient safety; Unintended consequences; Diabetic ketoacidosis; Audit; Medical emergency; Retrospective cohort study; Emergency medicine; Health care; Diabetes mellitus; Nursing; Surgery","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01054783,0.0002201302,0.0001930158,0.003264579,0.000755053,0.0009909298,0.0005491143,0.0002746243,0.001048244],"category_scores_gemma":[0.05206251,0.0001980854,0.000254131,0.002673541,0.0003979328,0.001034498,0.001314934,0.0005131219,0.0001557502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001539091,"about_ca_system_score_gemma":0.004423506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006115319,"about_ca_topic_score_gemma":0.00720143,"domain_scores_codex":[0.9842411,0.008151909,0.002798612,0.0006870827,0.00350974,0.0006116763],"domain_scores_gemma":[0.9168017,0.02144072,0.04092538,0.002792564,0.01630532,0.001734372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000127708,0.0001049119,0.9423552,0.0003159118,0.00004021784,0.000347262,0.001349025,0.0008359439,0.0002640774,0.0004546604,0.003268729,0.05053641],"study_design_scores_gemma":[0.00002207456,0.00057711,0.9772069,0.0006219216,0.00003391524,0.0009258949,0.00452868,0.002966909,0.001101712,0.0004254535,0.01156117,0.00002829237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761444,0.002603216,0.004682758,0.002502369,0.0002397064,0.0006926049,0.002737056,0.0001910028,0.01020692],"genre_scores_gemma":[0.9922726,0.001335489,0.003913628,0.0003897813,0.00008545558,0.0001807632,0.001155455,0.00001302273,0.0006538262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01054783,"threshold_uncertainty_score":0.05578291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03084866335685314,"score_gpt":0.3063889583833533,"score_spread":0.2755402950265001,"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."}}