{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002174513,0.00008238416,0.0003204999,0.0001129752,0.00002142591,6.467528e-7,0.00003961683,0.00003252921,0.0004776849],"category_scores_gemma":[0.00002617791,0.00006765974,0.000209037,0.00009886505,0.00007670324,0.00007144452,0.0000189475,0.00005559084,0.000005913932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002050723,"about_ca_system_score_gemma":0.00001989542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007285785,"about_ca_topic_score_gemma":0.000002698167,"domain_scores_codex":[0.9991936,0.00001135718,0.0003425218,0.000100524,0.0001724747,0.0001795037],"domain_scores_gemma":[0.9994892,0.00003834596,0.0001103687,0.0001434214,0.0001700804,0.0000486019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001898654,0.0001617254,0.8532072,0.0002593912,0.00008712011,0.0000102801,0.0008190802,1.775904e-7,0.000728286,0.00002110839,0.004020662,0.1404951],"study_design_scores_gemma":[0.0001061155,0.00009361875,0.9413263,0.0003857685,0.00001761376,0.00001029364,0.00008551979,0.00000362039,0.05673871,0.00002464177,0.001148827,0.00005900422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698951,0.001076019,0.000009684715,0.0000691205,0.0003446229,0.00004079549,0.000006165922,0.00001087663,0.02854759],"genre_scores_gemma":[0.9977784,0.001740428,0.0001488482,0.000119636,0.000102971,0.000002725942,0.000003015577,0.000008169658,0.00009585571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1404361,"threshold_uncertainty_score":0.5230315,"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."}}