{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002750736,0.00006975447,0.0001526911,0.00001566624,0.0002616042,0.000005839524,0.0001231313,0.000008820968,0.00002362878],"category_scores_gemma":[0.00001423463,0.00006260276,0.00005535908,0.0002392756,0.00001599768,0.00002757913,0.00007190788,0.00008044849,4.614321e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000139886,"about_ca_system_score_gemma":0.0001767964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02497457,"about_ca_topic_score_gemma":0.01292819,"domain_scores_codex":[0.9991841,0.00002498782,0.0001701725,0.0002124168,0.0002694094,0.0001388594],"domain_scores_gemma":[0.9991515,0.00002999571,0.00008438173,0.0005164729,0.000167175,0.00005051652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003325129,0.01653884,0.734978,0.001090651,0.01827896,0.0001075867,0.003690491,0.001273678,0.0005855038,0.0266642,0.06143499,0.132032],"study_design_scores_gemma":[0.001238801,0.0009316427,0.887983,0.00001150887,0.0007826698,0.0001006687,0.006680376,0.00002203408,0.00004652153,0.00005204867,0.1020543,0.00009638505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873537,0.0002613279,0.002150763,0.004587818,0.00003918152,0.003804324,0.000188454,0.00003148966,0.001582959],"genre_scores_gemma":[0.9944691,0.000009972266,0.001643926,0.0004200168,0.00001619071,0.003124628,0.0000463724,0.00001644266,0.0002533171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.153005,"threshold_uncertainty_score":0.9815182,"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."}}