{"id":"W4414421915","doi":"10.1080/02699052.2025.2551162","title":"What traditional neuropsychological assessment got wrong about mild traumatic brain injury. I: historical perspective, contemporary neuroimaging overview and neuropathology update","year":2025,"lang":"en","type":"article","venue":"Brain Injury","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Neuropathology; Neuroimaging; Neuropsychology; Context (archaeology); Traumatic brain injury; Neuropsychological assessment","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001687456,0.0006149958,0.001167363,0.0007823288,0.0003582319,0.0002958028,0.0004997159,0.0002889513,0.000488],"category_scores_gemma":[0.001350653,0.0005743409,0.0003180958,0.0009454351,0.0007701009,0.0007059315,0.000308724,0.001822235,0.00005735144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008181609,"about_ca_system_score_gemma":0.000608576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004989765,"about_ca_topic_score_gemma":0.000004260161,"domain_scores_codex":[0.9940123,0.001593387,0.001169985,0.001483865,0.0008933428,0.0008471014],"domain_scores_gemma":[0.9961824,0.001820321,0.0002481138,0.001005354,0.000255076,0.00048868],"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":[0.003331822,0.003019431,0.0148121,0.00146159,0.0004143798,0.001920723,0.001341453,0.00000223536,0.01629845,0.09832752,0.7812317,0.07783859],"study_design_scores_gemma":[0.004826838,0.002573135,0.8853965,0.001133332,0.0001591779,0.0009252608,0.001125432,0.0009442308,0.0000957394,0.01117065,0.09083927,0.0008104396],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6017585,0.008779593,0.001107729,0.3602045,0.003021769,0.002595765,0.0001371771,0.0005494913,0.02184536],"genre_scores_gemma":[0.9364426,0.0009914825,0.001732925,0.05693282,0.0003722067,0.0002510395,0.00008730492,0.0001135706,0.00307605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8705844,"threshold_uncertainty_score":0.9996708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1744031254335354,"score_gpt":0.4189605956959451,"score_spread":0.2445574702624097,"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."}}