{"id":"W4414880038","doi":"10.1080/02699052.2025.2551164","title":"What traditional neuropsychological assessment got wrong about mild traumatic brain injury. III: the added value of advanced neuroimaging","year":2025,"lang":"en","type":"review","venue":"Brain Injury","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Neuroimaging; Neuropsychology; Context (archaeology); Traumatic brain injury; Neuropsychological assessment; Functional neuroimaging","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.003384455,0.001322253,0.004212014,0.001062421,0.0003926533,0.0003118519,0.001841251,0.0006794804,0.001203433],"category_scores_gemma":[0.002836014,0.0009248819,0.00180273,0.002114671,0.00110055,0.0005067756,0.0004527691,0.003730999,0.00008119935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004426515,"about_ca_system_score_gemma":0.002164936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001450766,"about_ca_topic_score_gemma":0.000002739994,"domain_scores_codex":[0.9886975,0.003012625,0.00310456,0.001709461,0.002205973,0.001269889],"domain_scores_gemma":[0.9850311,0.01047088,0.001170207,0.002571206,0.0002920628,0.0004645559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003281337,0.0007380616,0.00000681877,0.02176835,0.0005406555,0.00008261222,0.0002468062,0.000002781281,0.00006604857,0.00479478,0.07533507,0.8960899],"study_design_scores_gemma":[0.003318376,0.002227383,0.006090974,0.08912759,0.00183615,0.0005005353,0.0007407077,0.0002075719,0.00001679132,0.001628464,0.8929344,0.001370996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001850722,0.9542162,0.0002961147,0.019907,0.003381595,0.01006849,0.0009459332,0.0003884083,0.008945496],"genre_scores_gemma":[0.0011056,0.9797938,0.002285423,0.008448158,0.0008151755,0.001772692,0.0008579973,0.0002822748,0.004638841],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8947189,"threshold_uncertainty_score":0.9999529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1771497740189991,"score_gpt":0.4590111566843318,"score_spread":0.2818613826653327,"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."}}