{"id":"W4288444161","doi":"10.3390/brainsci12081004","title":"Malingering and Stimulant Medications Abuse, Misuse and Diversion","year":2022,"lang":"en","type":"article","venue":"Brain Sciences","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Malingering; Stimulant; Psychiatry; Psychology; Substance abuse; Clinical psychology; Medical prescription; Medicine","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":[0.0003882933,0.00004078808,0.00006991063,0.00009004932,0.0005410343,0.00002137088,0.00005067853,0.00001036895,0.0002229466],"category_scores_gemma":[0.0001163219,0.00003538712,0.0000110753,0.0002131278,0.0002121404,0.00009165183,0.00009852665,0.00007286248,0.000003103213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001202807,"about_ca_system_score_gemma":0.00003615739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003156317,"about_ca_topic_score_gemma":0.000004737815,"domain_scores_codex":[0.9993472,0.00003143066,0.00006638145,0.0001804763,0.0002819406,0.00009257712],"domain_scores_gemma":[0.999669,0.00015989,0.00003136381,0.00006604773,0.00001339905,0.00006028026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006808909,0.0003674033,0.9195859,0.0001082811,0.00005480751,0.00007834847,0.01038004,0.0004991234,0.03474127,0.002749061,0.004024318,0.02734336],"study_design_scores_gemma":[0.003996087,0.001235624,0.7657244,0.0001323801,0.0001708468,0.001115671,0.0841646,0.04213778,0.0001709833,0.0005588512,0.1000396,0.0005532021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908638,0.0005120928,0.0001546311,0.007697235,0.00004388075,0.0001065858,0.000003771876,0.00002487249,0.0005931575],"genre_scores_gemma":[0.9979956,0.00007019808,0.0007132443,0.0006917382,0.00001149207,0.000007870783,0.000002663506,0.000002717811,0.0005044999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1538615,"threshold_uncertainty_score":0.4161253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05629041821477511,"score_gpt":0.3492759221493763,"score_spread":0.2929855039346012,"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."}}