{"id":"W1980011459","doi":"10.1097/01.ta.0000202483.67135.f3","title":"Canadian Benchmarks in Trauma","year":2007,"lang":"en","type":"article","venue":"The Journal of Trauma: Injury, Infection, and Critical Care","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Trauma care; Population; Major trauma; Emergency medicine; Diagnosis code; Medical emergency; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01269488,0.001054369,0.0007317875,0.007105021,0.005540018,0.004802915,0.003461522,0.001026015,0.01714177],"category_scores_gemma":[0.04065898,0.0003897428,0.0007865701,0.01104031,0.001816186,0.001493378,0.004733756,0.001967519,0.001800284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08763694,"about_ca_system_score_gemma":0.2382289,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9655475,"about_ca_topic_score_gemma":0.967171,"domain_scores_codex":[0.9762368,0.002151454,0.001344741,0.0008835975,0.01656844,0.00281506],"domain_scores_gemma":[0.9370208,0.002467222,0.00237028,0.001297669,0.04841605,0.008427952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001205463,0.00007004041,0.04206256,0.001033533,0.00007481112,0.0001572418,0.001086553,0.002661876,0.0001923561,0.05346672,0.6994678,0.199606],"study_design_scores_gemma":[0.00006798839,0.00008740245,0.1545781,0.001577548,0.00008819302,0.0003896038,0.00185473,0.002273426,0.0004051615,0.01154481,0.8269939,0.0001391697],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05054815,0.0316207,0.02106406,0.1567324,0.008425213,0.001718882,0.082559,0.002558631,0.644773],"genre_scores_gemma":[0.6931707,0.03581018,0.07753761,0.02133034,0.001997637,0.002310999,0.08345377,0.001349602,0.08303912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9655475,"threshold_uncertainty_score":0.6358535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434339695472907,"score_gpt":0.3219045830501222,"score_spread":0.3075611860953931,"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."}}