{"id":"W4409149919","doi":"10.1080/02699052.2025.2486462","title":"What traditional neuropsychological assessment got wrong about mild traumatic brain injury. IV: clinical applications and future directions","year":2025,"lang":"en","type":"review","venue":"Brain Injury","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Traumatic brain injury; Neuropsychology; Neuropsychological assessment; Psychology; Medicine; Injury prevention; Poison control; Physical medicine and rehabilitation; Clinical psychology; Psychiatry; Medical emergency; Cognition","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":["research_integrity"],"category_scores_codex":[0.003015537,0.001107349,0.003633555,0.001031079,0.0005848164,0.0004645963,0.0008225073,0.001522482,0.001258379],"category_scores_gemma":[0.001016643,0.0009183173,0.001434711,0.001842057,0.0009646093,0.0003869251,0.0002938368,0.004128486,0.0002037758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003931,"about_ca_system_score_gemma":0.001754696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006401942,"about_ca_topic_score_gemma":0.000007631109,"domain_scores_codex":[0.9907406,0.002173879,0.002919563,0.002004507,0.001206921,0.0009545075],"domain_scores_gemma":[0.9886494,0.007680557,0.0006812306,0.001877735,0.0002400438,0.0008710804],"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":[0.00008742034,0.001031871,0.00002693187,0.01123642,0.0005079267,0.00002486714,0.00005679273,1.995462e-8,9.647532e-7,0.004141693,0.1259238,0.8569613],"study_design_scores_gemma":[0.0009608355,0.0008806488,0.008251315,0.01237967,0.001057319,0.0003166908,0.0001927534,0.00001389753,1.228764e-7,0.0007521869,0.9745118,0.0006827602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001125607,0.9527898,0.0003758958,0.0263021,0.002720353,0.008070838,0.001244256,0.0004752551,0.007908877],"genre_scores_gemma":[0.00002321423,0.9767656,0.002935384,0.004817567,0.003951466,0.004674719,0.001413777,0.0001648757,0.005253357],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8562785,"threshold_uncertainty_score":0.9997737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2321515873560905,"score_gpt":0.5042951771365071,"score_spread":0.2721435897804165,"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."}}