{"id":"W2318089275","doi":"10.1097/sla.0000000000001614","title":"Mortality in Canadian Trauma Systems","year":2016,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital de l'Enfant-Jésus; Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","funders":"Canadian Institutes of Health Research; Health Canada","keywords":"Medicine; Trauma center; Injury Severity Score; Traumatic brain injury; Emergency medicine; Retrospective cohort study; Injury prevention; Poison control; Odds ratio; Logistic regression; Mortality rate; Major trauma; Cohort; Occupational safety and health; Medical emergency; Surgery; Internal medicine; Psychiatry; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004516957,0.00007487281,0.000337722,0.0002141311,0.00001743284,0.000001619579,0.00002852546,0.00004821238,0.00009611448],"category_scores_gemma":[0.000182846,0.0000493048,0.0001172198,0.0001556578,0.00005029168,0.0000509434,0.000005412488,0.00003362248,0.00002156003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002196421,"about_ca_system_score_gemma":0.000177736,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3708479,"about_ca_topic_score_gemma":0.1698873,"domain_scores_codex":[0.9990932,0.00002526725,0.0003054795,0.000119445,0.0001381031,0.000318538],"domain_scores_gemma":[0.9993889,0.0001030281,0.00004130708,0.0001715716,0.0001168603,0.0001783769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001638207,0.0000259806,0.9598753,0.00008985332,0.00006169525,0.00006642526,0.00007976489,2.889518e-7,0.000193985,0.0001687736,0.02272748,0.01669411],"study_design_scores_gemma":[0.00008723947,0.00001318773,0.9774631,0.0002841339,0.000008514141,0.000004302385,0.00009869741,7.371406e-7,0.0009294619,0.00003619193,0.0210112,0.00006320621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793478,0.001922575,9.114871e-7,0.002864746,0.0004438603,0.00007636982,0.00003629174,0.00001304423,0.01529442],"genre_scores_gemma":[0.9985523,0.0008297598,0.000001060371,0.0001741067,0.00008392172,0.000009585526,0.000003082865,0.000007584903,0.0003386314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2009605,"threshold_uncertainty_score":0.84526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3592189654368662,"score_gpt":0.3837386866817584,"score_spread":0.02451972124489221,"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."}}