{"id":"W4323353419","doi":"10.1080/23279095.2023.2179400","title":"Logical memory, visual reproduction, and verbal paired associates are effective embedded validity indicators in patients with traumatic brain injury","year":2023,"lang":"en","type":"article","venue":"Applied Neuropsychology Adult","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; Windsor Clinical Research","funders":"","keywords":"Neurocognitive; Traumatic brain injury; Psychology; Wechsler Adult Intelligence Scale; Audiology; Logical address; Clinical psychology; Verbal memory; Medicine; Psychiatry; Cognition; Computer science","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":[0.0009700964,0.0003185495,0.0006606879,0.0007394642,0.0001408346,0.00002244885,0.0001593831,0.0002947925,0.00005725263],"category_scores_gemma":[0.001438222,0.0002606274,0.00005603923,0.001951102,0.0004933248,0.00006996394,0.00009697416,0.0008764258,0.0001481456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008962309,"about_ca_system_score_gemma":0.00003753805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006714439,"about_ca_topic_score_gemma":0.000006989577,"domain_scores_codex":[0.9966416,0.0005837376,0.0004902363,0.001104231,0.0005637156,0.0006165053],"domain_scores_gemma":[0.9980674,0.0008160925,0.0002280794,0.0005492948,0.0001201242,0.0002190224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006390861,0.001856128,0.948361,0.0002448737,0.0002127233,0.0001764842,0.003277193,0.000003647364,0.001358057,0.0002039604,0.009067358,0.02884766],"study_design_scores_gemma":[0.006774263,0.002061334,0.9892853,0.00006625305,0.00004514796,0.00002187305,0.0005960827,0.00002494785,0.0004905018,0.0003778144,0.00002784619,0.000228565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935673,0.000004316788,0.00001011727,0.003022716,0.000176207,0.002171459,0.00001989943,0.0003145347,0.0007134801],"genre_scores_gemma":[0.9978276,0.000006863787,0.0000721875,0.001357759,0.00009657327,0.0003958101,0.00008083365,0.00006412424,0.00009820236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04092431,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03512525207549177,"score_gpt":0.3349812749806604,"score_spread":0.2998560229051686,"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."}}