{"id":"W2767341567","doi":"10.1080/23279095.2017.1384925","title":"Aggregating validity indicators: The salience of domain specificity and the indeterminate range in multivariate models of performance validity assessment","year":2017,"lang":"en","type":"article","venue":"Applied Neuropsychology Adult","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Psychology; Salience (neuroscience); Multivariate statistics; Cognition; Criterion validity; Indeterminate; External validity; Malingering; Cognitive psychology; Cognitive test; Statistics; Developmental psychology; Audiology; Psychometrics; Clinical psychology; Social psychology; Mathematics; Internal consistency","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":[],"consensus_categories":[],"category_scores_codex":[0.003193675,0.0001919334,0.0005450336,0.0001318293,0.0003059704,0.00002815971,0.0008534298,0.0001346713,0.00001498566],"category_scores_gemma":[0.0004106383,0.0001129691,0.00006704003,0.0001983058,0.002550076,0.000107333,0.000336492,0.0008450179,0.000002639775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002494301,"about_ca_system_score_gemma":0.0000581449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008475807,"about_ca_topic_score_gemma":0.00001242819,"domain_scores_codex":[0.9975498,0.0005369592,0.0006243935,0.0004279525,0.0005211422,0.0003397916],"domain_scores_gemma":[0.9967448,0.001033154,0.0007224857,0.001342974,0.00009366149,0.00006290316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009507216,0.001589578,0.7525728,0.001083384,0.0001999355,0.0001052695,0.01494733,0.00009549593,0.04036853,0.09590615,0.0001297155,0.08349454],"study_design_scores_gemma":[0.006813194,0.0002310353,0.9802673,0.0001237459,0.00003304226,0.00004856025,0.0002482349,0.003378695,0.003062472,0.005673834,0.00001482001,0.0001050492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844814,0.000007735588,0.0006927874,0.002220327,0.00009909218,0.001176906,0.00001153963,0.00001422821,0.01129597],"genre_scores_gemma":[0.9979581,0.0001132362,0.001383251,0.000350593,0.00004342492,0.0001130658,0.000001602032,0.00002021109,0.00001648126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2276945,"threshold_uncertainty_score":0.9395861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.10450789180334,"score_gpt":0.3728594383471747,"score_spread":0.2683515465438346,"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."}}