{"id":"W2607055464","doi":"10.1503/cjs.002817","title":"Canadian benchmarks for acute injury care","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut National d'Excellence en Santé et en Services Sociaux; Hôpital de l'Enfant-Jésus; University of Calgary; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Receiver operating characteristic; Injury Severity Score; Emergency medicine; Trauma centre; Major trauma; Blunt; Injury prevention; Medical emergency; Poison control; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01544204,0.001376686,0.0008933273,0.00795331,0.004670595,0.005686142,0.005567932,0.00141446,0.02329034],"category_scores_gemma":[0.05645291,0.0006336687,0.001610368,0.01258873,0.001464601,0.002118139,0.004164893,0.002266627,0.004155466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1241302,"about_ca_system_score_gemma":0.3451061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9823186,"about_ca_topic_score_gemma":0.981536,"domain_scores_codex":[0.9712514,0.002614254,0.002037362,0.001060547,0.01925458,0.003781749],"domain_scores_gemma":[0.8988826,0.002356555,0.002435823,0.001664941,0.08595839,0.008701673],"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":[0.00006710517,0.0000659642,0.02188047,0.0009172912,0.00007277267,0.00007419143,0.0006381296,0.002671327,0.0001762486,0.03114519,0.8459026,0.09638882],"study_design_scores_gemma":[0.00009782443,0.00009736065,0.1496385,0.002042348,0.00008580117,0.0001898502,0.001800079,0.005285402,0.000471104,0.007704041,0.8323801,0.0002075045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02383427,0.01127584,0.03608754,0.1043129,0.005635615,0.004618263,0.1765908,0.006288614,0.6313562],"genre_scores_gemma":[0.3992928,0.01679704,0.2378493,0.02169472,0.001132419,0.005737502,0.2012007,0.002395543,0.1139001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1241302,"threshold_uncertainty_score":0.9006318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04119225220633905,"score_gpt":0.3173893027087865,"score_spread":0.2761970505024474,"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."}}