{"id":"W2074923281","doi":"10.1097/sla.0b013e3181f9be97","title":"External Benchmarking of Trauma Center Performance","year":2011,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Benchmarking; Concordance; Trauma center; Logistic regression; Quality management; Population; Injury Severity Score; Demography; Gerontology; Injury prevention; Poison control; Emergency medicine; Retrospective cohort study; Surgery; Environmental health; Operations management; Internal medicine","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":[0.02717784,0.0007883958,0.0006045872,0.005189828,0.0005067294,0.001903441,0.0009193483,0.0003191354,0.001461068],"category_scores_gemma":[0.07233267,0.0001896458,0.0005844819,0.005709958,0.0007969835,0.001305687,0.003485091,0.0004737064,0.0004439574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451733,"about_ca_system_score_gemma":0.002440087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003418852,"about_ca_topic_score_gemma":0.002743479,"domain_scores_codex":[0.9632952,0.01974427,0.004474733,0.003379917,0.007928445,0.001177344],"domain_scores_gemma":[0.9245317,0.01792237,0.0285027,0.008155924,0.01911855,0.001768806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001006712,0.00006893439,0.9485201,0.0002119313,0.0002554712,0.00002556866,0.0006516483,0.00403632,0.0003492071,0.0005513342,0.001805759,0.04342309],"study_design_scores_gemma":[0.00002350097,0.0004345379,0.982678,0.000314247,0.0001000293,0.0001134346,0.0009468706,0.008266119,0.002037711,0.0006832376,0.004362965,0.00003941659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327112,0.001163126,0.04032637,0.000686361,0.0000968366,0.0006590964,0.00596881,0.000466679,0.01792145],"genre_scores_gemma":[0.9895013,0.0001909113,0.005700913,0.00008173297,0.00005170382,0.0002973423,0.003694151,0.00003683396,0.0004451848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02717784,"threshold_uncertainty_score":0.1437319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4063459750902724,"score_gpt":0.3488746992790527,"score_spread":0.05747127581121969,"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."}}