{"id":"W30936832","doi":"10.1503/cjs.013412","title":"Validity of vascular trauma codes at major trauma centres","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; St. Michael's Hospital","funders":"","keywords":"Medicine; Confidence interval; Injury Severity Score; Diagnosis code; Emergency medicine; ICD-10; Retrospective cohort study; External cause; Hospital discharge; Occupational safety and health; Injury prevention; Poison control; Surgery; Internal medicine; Population; Psychiatry; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003991418,0.0001574841,0.0006840835,0.0003920076,0.0001175291,0.00001198457,0.00009336039,0.00008353948,0.002940386],"category_scores_gemma":[0.000287876,0.000127486,0.0005854991,0.0001946385,0.0001756316,0.0001307425,0.000007837877,0.0001709184,0.00002878049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001723413,"about_ca_system_score_gemma":0.0005364392,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01192523,"about_ca_topic_score_gemma":0.01803473,"domain_scores_codex":[0.9984601,0.00007086748,0.000651291,0.0001180977,0.000292492,0.000407161],"domain_scores_gemma":[0.9980789,0.000174204,0.0002296126,0.000188161,0.0004996496,0.0008294375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003664345,0.00004725773,0.7919814,0.0001927473,0.0004660617,0.0003644886,0.000882389,0.000004918305,0.0007441367,0.00002156544,0.1770998,0.02815864],"study_design_scores_gemma":[0.000433776,0.0000787347,0.9502769,0.0002439572,0.0002067459,0.0002237037,0.0007488675,0.000002303561,0.004025714,0.00008313443,0.04353945,0.000136738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901623,0.00440238,0.000009048808,0.001269669,0.001001391,0.0001083555,0.00003002852,0.000006213992,0.003010571],"genre_scores_gemma":[0.9987244,0.0003272085,0.00009668619,0.0001467109,0.0003033071,0.000002610663,0.000006446357,0.00002039189,0.0003722464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1582955,"threshold_uncertainty_score":0.9998836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05517923434786747,"score_gpt":0.2511224129339692,"score_spread":0.1959431785861017,"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."}}