{"id":"W2090184309","doi":"10.1097/sla.0000000000000648","title":"Derivation and Validation of a Quality Indicator of Acute Care Length of Stay to Evaluate Trauma Care","year":2014,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; CARE Canada; Institut National d'Excellence en Santé et en Services Sociaux; Université Laval; Hôpital de l'Enfant-Jésus; University of Calgary; Centre hospitalier universitaire de Québec; Université du Québec à Montréal","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Confidence interval; Emergency medicine; Construct validity; Retrospective cohort study; Acute care; External validity; Cohort; Predictive validity; Health care; Statistics; Internal medicine; Surgery; Patient satisfaction","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02963857,0.0009376907,0.0005500781,0.003052691,0.0007498644,0.001776327,0.001538522,0.0005324769,0.0006042735],"category_scores_gemma":[0.09609567,0.0002176548,0.001261903,0.003531044,0.0009378028,0.0008391688,0.001712066,0.001005584,0.0001873635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008165775,"about_ca_system_score_gemma":0.02603534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1892664,"about_ca_topic_score_gemma":0.1661027,"domain_scores_codex":[0.9853693,0.004949667,0.001606438,0.001188375,0.006209751,0.0006765052],"domain_scores_gemma":[0.953921,0.00887013,0.008289453,0.003209705,0.0244958,0.001213877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001275349,0.0001551461,0.9574149,0.0001364738,0.0002352366,0.00002213632,0.0004482986,0.00418784,0.000538639,0.0006069452,0.001215109,0.03491174],"study_design_scores_gemma":[0.00005735819,0.0005552374,0.9595812,0.0001288074,0.000125814,0.00004830832,0.0004433606,0.0348278,0.001372676,0.0004407187,0.002389301,0.00002944575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8561597,0.0006581155,0.1267938,0.0009051004,0.0001932167,0.003370059,0.004636875,0.0003734935,0.00690974],"genre_scores_gemma":[0.9404092,0.0001381053,0.05407749,0.0001457148,0.00003577398,0.0008726537,0.003941323,0.00003752072,0.000342184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1892664,"threshold_uncertainty_score":0.3763295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2184540835590965,"score_gpt":0.416970039191508,"score_spread":0.1985159556324115,"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."}}