{"id":"W4394766513","doi":"10.3171/2023.11.jns231425","title":"Performance of the IMPACT and CRASH prognostic models for traumatic brain injury in a contemporary multicenter cohort: a TRACK-TBI study","year":2024,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Office of Defense Programs; University of California, San Francisco; U.S. Army; Centers for Disease Control and Prevention; National Institutes of Health; Neurosurgery Research and Education Foundation; Morehouse School of Medicine; Virginia Commonwealth University; Medical Center, University of Pittsburgh; University of Cincinnati; University of Pittsburgh; University of Washington; University of California, San Diego; Abbott Laboratories; George Mason University; One Mind; National Institute of Neurological Disorders and Stroke; Massachusetts General Hospital; U.S. Department of Defense","keywords":"Glasgow Coma Scale; Medicine; Traumatic brain injury; Glasgow Outcome Scale; Head injury; Abbreviated Injury Scale; Injury Severity Score; Cohort; Poison control; Internal medicine; Injury prevention; Surgery; Emergency medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001256156,0.0001746442,0.0006127915,0.0003042052,0.00003889757,0.00004040597,0.0001128377,0.00004733324,0.000005483016],"category_scores_gemma":[0.000553839,0.00009983841,0.0003881722,0.000348274,0.00009415495,0.0003472343,0.00002320869,0.0003646613,3.095548e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002586798,"about_ca_system_score_gemma":0.0002198169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003988134,"about_ca_topic_score_gemma":0.000001316197,"domain_scores_codex":[0.9981292,0.0001954824,0.0009509425,0.0001866681,0.0003605773,0.0001771397],"domain_scores_gemma":[0.998223,0.001091784,0.0003074337,0.0002047456,0.00008506842,0.0000879781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001197522,0.001220705,0.9835824,0.001401592,0.0003301384,0.0001739921,0.002015162,0.0001601273,0.003031962,0.000003737607,0.001924418,0.004958223],"study_design_scores_gemma":[0.001543364,0.001911146,0.9739984,0.00170081,0.0001897591,0.0004042235,0.0002128731,0.01942493,0.0003970019,0.00006989916,0.00005535483,0.00009219823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996607,0.0008884612,0.00002157874,0.0006347839,0.0004254925,0.001351745,0.00001672537,0.00001158785,0.00004259702],"genre_scores_gemma":[0.9995242,0.00007994854,0.00002783264,0.0002010377,0.00007364107,0.00003149319,6.880242e-7,0.00002723816,0.00003395624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01926481,"threshold_uncertainty_score":0.4071292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06135985967847022,"score_gpt":0.3275567573881996,"score_spread":0.2661968977097293,"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."}}