{"id":"W4417274995","doi":"10.1503/cjs.022025","title":"Is Canadian trauma care still salvageable?","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Accreditation; Trauma care; Quality (philosophy); MEDLINE; Patient care; Quality management; Major trauma; Patient safety","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":[0.004308676,0.0006353287,0.0007859558,0.00226725,0.01410231,0.00943195,0.003505055,0.003702984,0.03680118],"category_scores_gemma":[0.02649455,0.000384784,0.000926083,0.006803609,0.00637566,0.005597848,0.003863009,0.006532326,0.002126629],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1264371,"about_ca_system_score_gemma":0.3477657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9912425,"about_ca_topic_score_gemma":0.9956747,"domain_scores_codex":[0.9930266,0.0005417329,0.0002635552,0.0004508529,0.00297302,0.002744263],"domain_scores_gemma":[0.966979,0.001607932,0.00111033,0.000577881,0.01665303,0.0130718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001349928,0.00003891347,0.01273158,0.001022345,0.00009221194,0.0005205718,0.00255796,0.000249201,0.0001432354,0.04406808,0.8228993,0.1155417],"study_design_scores_gemma":[0.00009487443,0.00007079494,0.05353777,0.004405728,0.0001888083,0.0005634577,0.02179517,0.0004299629,0.0001784949,0.0186358,0.8999012,0.0001980287],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007262721,0.03746268,0.0002232276,0.9056067,0.005355936,0.0000200627,0.001691498,0.00006239886,0.04231469],"genre_scores_gemma":[0.522389,0.1879932,0.002973133,0.2432283,0.006816512,0.00009000284,0.005206393,0.0002280253,0.03107555],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8735629,"threshold_uncertainty_score":0.9173694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04161001873752569,"score_gpt":0.2761013916188431,"score_spread":0.2344913728813174,"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."}}