{"id":"W4390703965","doi":"10.1148/ryai.230088","title":"Vision Transformer–based Decision Support for Neurosurgical Intervention in Acute Traumatic Brain Injury: Automated Surgical Intervention Support Tool","year":2024,"lang":"en","type":"article","venue":"Radiology Artificial Intelligence","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; St. Michael's Hospital","funders":"St. Michael's Hospital Foundation","keywords":"Traumatic brain injury; Intervention (counseling); Decision support system; Medicine; Medical emergency; Physical medicine and rehabilitation; Physical therapy; Computer science; Nursing; Artificial intelligence; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002234589,0.0003739314,0.0007779027,0.0005588491,0.0001170144,0.0001031167,0.0002494102,0.0003865616,0.001297979],"category_scores_gemma":[0.0004135741,0.0003206758,0.000920216,0.0006884963,0.0003131107,0.0003202403,0.00002313428,0.0005333408,0.0002172997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001331193,"about_ca_system_score_gemma":0.0001248824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001129785,"about_ca_topic_score_gemma":0.00004264299,"domain_scores_codex":[0.9960925,0.0003688323,0.001727011,0.0008851094,0.0003513067,0.0005752172],"domain_scores_gemma":[0.9979374,0.001317322,0.000130472,0.0003788524,0.00008262995,0.0001532604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.009292239,0.001971717,0.0003197174,0.001280252,0.0002998205,0.00148794,0.0007008954,0.0002700825,0.007869973,0.01094841,0.005705156,0.9598538],"study_design_scores_gemma":[0.003721864,0.02371807,0.01297984,0.003792687,0.001028056,0.003950371,0.0004593991,0.8026776,0.09252325,0.01680573,0.03688969,0.001453472],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8016537,0.0003065484,0.1904167,0.002922996,0.001875573,0.001846967,0.00009703976,0.0006923035,0.0001882127],"genre_scores_gemma":[0.9970444,0.00006862456,0.001506097,0.0003810731,0.0001442308,0.0002756899,0.0003083889,0.000051879,0.0002196376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9584003,"threshold_uncertainty_score":0.9999245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04336839606575149,"score_gpt":0.3834353266990043,"score_spread":0.3400669306332528,"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."}}