{"id":"W2975107644","doi":"10.1089/neu.2019.6696","title":"United States Military Service Members Demonstrate Substantial and Heterogeneous Long-Term Neuropsychological Dysfunction after Moderate, Severe, and Penetrating Traumatic Brain Injury","year":2019,"lang":"en","type":"article","venue":"Journal of Neurotrauma","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Traumatic brain injury; Neurocognitive; Neuropsychology; Neuropsychological test; Minnesota Multiphasic Personality Inventory; Medicine; Cognition; Psychology; Neuropsychological assessment; Clinical psychology; Psychiatry; Personality","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":[0.0006205343,0.0003320954,0.0005963118,0.0004350824,0.00009631406,0.00009924479,0.0001497068,0.0001668732,0.0002996895],"category_scores_gemma":[0.0001232392,0.0002650579,0.0001162155,0.000436838,0.0001852775,0.0003719359,0.00005978008,0.0009285665,0.00001106034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004134137,"about_ca_system_score_gemma":0.00007216101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002486289,"about_ca_topic_score_gemma":0.00003793171,"domain_scores_codex":[0.9971579,0.0004325638,0.0009130089,0.0004090472,0.0006396773,0.0004478497],"domain_scores_gemma":[0.998246,0.0004481118,0.000262843,0.000298977,0.0003178985,0.0004262306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08359849,0.002631586,0.5956423,0.007552385,0.001866839,0.0171362,0.008795369,0.003797919,0.1777571,0.00002184708,0.001462476,0.09973749],"study_design_scores_gemma":[0.004735456,0.004806461,0.956535,0.0005272314,0.0001622044,0.02059127,0.0003628568,0.01110628,0.0007171667,0.00009616136,0.00003687954,0.0003230585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996313,0.0003863282,0.00005604809,0.002210819,0.0002423248,0.0006462078,0.00001894207,0.0000358115,0.00009048623],"genre_scores_gemma":[0.9957398,0.0002711935,0.0004056153,0.003324718,0.0001143686,0.00000794908,0.00001345379,0.00005547224,0.00006742599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3608927,"threshold_uncertainty_score":0.9999802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07810379289471346,"score_gpt":0.3442845315908881,"score_spread":0.2661807386961746,"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."}}