{"id":"W3206263443","doi":"10.1503/cjs.011020","title":"Trauma in northern Quebec, 2005–2014: epidemiologic features, transfers and patient outcomes","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill-Queen's University Press; Montreal General Hospital","funders":"","keywords":"Medicine; Incidence (geometry); Major trauma; Blunt; Population; Injury prevention; Occupational safety and health; Blunt trauma; Epidemiology; Emergency medicine; Poison control; Demography; Trauma centre; Retrospective cohort study; Mortality rate; Pediatrics; Medical emergency; Environmental health; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003316104,0.0001332548,0.0006299129,0.0002990541,0.00005896335,0.000009456629,0.00003371204,0.00008547192,0.0001703547],"category_scores_gemma":[0.0004806891,0.0001018657,0.0002413207,0.0001237603,0.00008358988,0.00006318498,0.00000316184,0.0002849119,0.000002507568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001629552,"about_ca_system_score_gemma":0.001227828,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03041024,"about_ca_topic_score_gemma":0.8830588,"domain_scores_codex":[0.9987821,0.00009173765,0.0005167455,0.0001294279,0.0001188466,0.0003611502],"domain_scores_gemma":[0.9988572,0.0002541158,0.00008010969,0.000100122,0.0001508897,0.0005575339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002349722,0.00001683548,0.8959669,0.0000269317,0.0001002247,0.002896444,0.0007762022,0.000008605519,0.00002160017,0.00001353044,0.03356317,0.06658602],"study_design_scores_gemma":[0.0002775989,0.00003697637,0.963062,0.0001363543,0.00004122429,0.0004654316,0.001619423,2.639964e-7,0.00005707122,0.00004785596,0.03415628,0.00009953983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571518,0.02417577,0.000002971561,0.01716295,0.0007082038,0.00004937582,0.00001537781,0.00000340404,0.0007301132],"genre_scores_gemma":[0.9969696,0.001205488,0.00004303197,0.001491872,0.0000621413,0.000001578724,0.000005164012,0.00001162924,0.0002094753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8526486,"threshold_uncertainty_score":0.9760463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03796133161335111,"score_gpt":0.2581658633703013,"score_spread":0.2202045317569502,"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."}}