{"id":"W4402757508","doi":"10.1016/j.annemergmed.2024.08.319","title":"319 Adopting the Human Factors Analysis and Classification System Into Emergency Medicine Morbidity and Mortality Rounds: A Quality Improvement Study at the Halifax Infirmary","year":2024,"lang":"en","type":"article","venue":"Annals of Emergency Medicine","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Emergency medicine; Quality (philosophy); Medical emergency; Intensive care medicine; Family medicine","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":[0.007750221,0.0004625893,0.0004766953,0.001497623,0.001495683,0.00140453,0.0007558236,0.0005592768,0.001922254],"category_scores_gemma":[0.01499124,0.0004351512,0.0007686745,0.002351893,0.0007431348,0.001032485,0.001158182,0.001383424,0.0004117494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005448998,"about_ca_system_score_gemma":0.008171991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1802609,"about_ca_topic_score_gemma":0.1754986,"domain_scores_codex":[0.99545,0.002417812,0.0003919964,0.000333394,0.0008646238,0.0005422579],"domain_scores_gemma":[0.9858034,0.003349021,0.002795486,0.0007874074,0.005476429,0.001788289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002673884,0.0005824657,0.9899765,0.00001766914,0.00004130127,0.00003574654,0.001045252,0.000109472,0.0001582115,0.00003031722,0.0007115784,0.007024182],"study_design_scores_gemma":[0.0000400051,0.0003907242,0.9971957,0.00001265784,0.00001871064,0.00001413582,0.001664529,0.0002688912,0.00009243375,0.00001089822,0.0002811331,0.00001028639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978283,0.0001097322,0.0002528217,0.0006597163,0.0000301267,0.0001899157,0.0004278336,0.000008638905,0.0004929501],"genre_scores_gemma":[0.9975783,0.0001253154,0.0007564436,0.0003355689,0.00002684305,0.0001696853,0.0005188436,0.000009021606,0.0004799567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1802609,"threshold_uncertainty_score":0.3584234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2802904853868576,"score_gpt":0.472308444788564,"score_spread":0.1920179594017064,"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."}}