{"id":"W4386180052","doi":"10.22259/2638-5201.0302006","title":"Irremediably Flawed Nature of Analog Validation Methodology of Malingering Tests","year":2020,"lang":"en","type":"article","venue":"Archives of Psychiatry and Behavioral Sciences","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Flex (Canada); Laurentian University; NOSM University; Public Health Ontario; University of Toronto; Western University","funders":"","keywords":"Malingering; Psychology; Test (biology); Reliability engineering; Clinical psychology; Engineering; Geology","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":[0.0001548284,0.00006782563,0.0001918716,0.00007659064,0.00003145409,0.000005285861,0.0001302384,0.00004886853,0.000008323336],"category_scores_gemma":[0.00002104261,0.0000573194,0.00005011504,0.0002165366,0.0002076476,0.00007190673,0.000016838,0.00009431792,2.014503e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":9.318354e-7,"about_ca_system_score_gemma":0.00001609791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004406874,"about_ca_topic_score_gemma":0.00003686896,"domain_scores_codex":[0.9993839,0.00004763901,0.0002458991,0.0001188523,0.0001107176,0.00009303694],"domain_scores_gemma":[0.9997262,0.00007271382,0.00008790338,0.00005545394,0.00001067784,0.00004702685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003800654,0.00004074244,0.1253856,0.000265808,0.00001826063,3.384148e-7,0.001059864,0.002438891,0.8546403,0.001418586,0.00001646207,0.01467715],"study_design_scores_gemma":[0.001792347,0.003064896,0.3454995,0.0004339989,0.0002283295,0.00002028051,0.005479384,0.04918079,0.5873393,0.005931031,0.0003801997,0.0006498515],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973266,0.0007135084,0.0008026481,0.0001806853,0.0004412195,0.00006905371,0.00000929717,0.00002492239,0.0004320854],"genre_scores_gemma":[0.9900002,0.00002809182,0.009904299,0.00001135037,0.00004699721,0.000002128016,0.000001278749,0.000003367751,0.000002321109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.267301,"threshold_uncertainty_score":0.2337417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04760491673235814,"score_gpt":0.3200741204038286,"score_spread":0.2724692036714704,"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."}}