{"id":"W2912206877","doi":"10.1093/arclin/acy086","title":"Exaggerated Functional Impairment due to Malingered Neurocognitive Dysfunction Following Mild Traumatic Brain Injury","year":2018,"lang":"en","type":"article","venue":"Archives of Clinical Neuropsychology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Malingering; Psychology; Neurocognitive; Psychiatry; Traumatic brain injury; Neuropsychology; Clinical psychology; Comorbidity; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001471862,0.000474445,0.0003508381,0.00131801,0.0007623651,0.0007487479,0.0004850254,0.0005865056,0.001342871],"category_scores_gemma":[0.008501651,0.0002468228,0.0002982213,0.0004636282,0.001036613,0.0004812793,0.0009552553,0.0005527412,0.0002388433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000345847,"about_ca_system_score_gemma":0.0002514422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001622968,"about_ca_topic_score_gemma":0.001608011,"domain_scores_codex":[0.9989839,0.0002755046,0.0001784773,0.0001700321,0.0002393959,0.0001526005],"domain_scores_gemma":[0.9959298,0.0008763934,0.002392007,0.000231673,0.0002615229,0.0003085715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002006064,0.000117839,0.9956853,0.00002045619,0.00002095902,0.002056906,0.000312232,0.00001949326,0.0003820262,0.00001465876,0.00004587686,0.001123596],"study_design_scores_gemma":[0.000007225383,0.0004772338,0.9857811,0.000008735363,0.0000272096,0.01283961,0.000310668,0.0001256964,0.0002887931,0.00003540377,0.00009133718,0.000006912983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996485,0.0001053481,0.00003106506,0.00001741587,0.000003619076,0.000008177489,0.00002282465,0.000001516248,0.0001615343],"genre_scores_gemma":[0.9998652,0.00003369083,0.00002472893,0.000007488617,0.000009952077,0.000002364779,0.00002965316,3.893424e-7,0.00002654249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001622968,"threshold_uncertainty_score":0.007784069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1867146321678978,"score_gpt":0.4605643744187087,"score_spread":0.2738497422508109,"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."}}