{"id":"W4280581231","doi":"10.1503/cjs.021420","title":"Where to start? Injury prevention priority scores for traumatic injuries in Canada","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Medicine; Injury prevention; Occupational safety and health; Suicide prevention; Poison control; Medical emergency; Human factors and ergonomics; Physical therapy; Emergency medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001228873,0.0003503299,0.0003463044,0.003268204,0.00149626,0.00107422,0.001167335,0.0003005975,0.005362342],"category_scores_gemma":[0.007076593,0.0002128275,0.0009628137,0.005816812,0.0003395482,0.0005272492,0.0009384388,0.0007508905,0.000414487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03416063,"about_ca_system_score_gemma":0.09374812,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9869418,"about_ca_topic_score_gemma":0.9935433,"domain_scores_codex":[0.9985648,0.00009629716,0.0001442593,0.00009820347,0.0006511055,0.000445299],"domain_scores_gemma":[0.9945474,0.0001667971,0.0005766198,0.00005636473,0.003667563,0.0009853429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001601406,0.0001352614,0.8322936,0.0006446903,0.0001527858,0.0001001207,0.0004604956,0.0009479149,0.00009741155,0.001205928,0.08637656,0.07742516],"study_design_scores_gemma":[0.00005461132,0.000064628,0.9810158,0.000476953,0.00007401811,0.0000751663,0.001035735,0.001519674,0.0001476149,0.0004530364,0.01504129,0.00004145515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7241341,0.007268303,0.004744487,0.0175883,0.0008126814,0.002197704,0.1896722,0.0004207943,0.05316137],"genre_scores_gemma":[0.9416476,0.003628653,0.009199817,0.00123158,0.00008155624,0.0007486138,0.03845756,0.0000506258,0.004953826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03416063,"threshold_uncertainty_score":0.2478539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04428376478414493,"score_gpt":0.3016613671371606,"score_spread":0.2573776023530157,"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."}}