{"id":"W4206634184","doi":"10.1016/j.injury.2021.12.052","title":"Management of vascular trauma across Canada: A cohort study with implications for practice","year":2022,"lang":"en","type":"article","venue":"Injury","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; Ottawa Hospital; Health Sciences Centre; McMaster University Medical Centre; Alberta Health; Providence Health Care; Foothills Medical Centre; Nova Scotia Health Authority; Vancouver Coastal Health; McGill University Health Centre; Alberta Health Services; London Health Sciences Centre","funders":"","keywords":"Medicine; Pseudoaneurysm; Injury Severity Score; Pelvis; Surgery; Amputation; Abdomen; Retrospective cohort study; Blunt trauma; Cohort; Trauma center; Penetrating trauma; Medical record; Crush injury; Blunt; Poison control; Injury prevention; Emergency medicine; Aneurysm; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001387866,0.00061141,0.0006355643,0.001965465,0.006071499,0.003166977,0.002284048,0.001252111,0.003491933],"category_scores_gemma":[0.005364665,0.0006628828,0.0009959262,0.00654779,0.001348609,0.001564054,0.002151687,0.001865952,0.0002611609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02788572,"about_ca_system_score_gemma":0.0603174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9836051,"about_ca_topic_score_gemma":0.9894986,"domain_scores_codex":[0.9973125,0.0002620858,0.0001741604,0.0004611493,0.0005553497,0.001234736],"domain_scores_gemma":[0.9934389,0.0003782326,0.001664174,0.0002691764,0.002348195,0.001901355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003124446,0.00006646448,0.9962431,0.00001478339,0.00003841621,0.000128653,0.001065312,0.00002260652,0.00004310572,0.0001038202,0.0007541226,0.001488332],"study_design_scores_gemma":[0.000008544127,0.00004244295,0.9885182,0.00009110536,0.00004095267,0.0001983276,0.01016095,0.0001898634,0.00002377886,0.0000985583,0.0006070478,0.00002030532],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931974,0.0008964685,0.0002127442,0.001699205,0.00005746387,0.00009597394,0.001819616,0.00001096539,0.002010344],"genre_scores_gemma":[0.997352,0.0006972838,0.0002484058,0.0004131764,0.00002163641,0.00003043916,0.0007016985,0.0000101776,0.0005250948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02788572,"threshold_uncertainty_score":0.202326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537729857420389,"score_gpt":0.3230155196440959,"score_spread":0.307638221069892,"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."}}