{"id":"W1988358108","doi":"10.1097/01.yco.0000179493.15688.78","title":"Epidemiology of mental illness in a correctional system","year":2005,"lang":"en","type":"article","venue":"Current Opinion in Psychiatry","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mental illness; Psychiatry; Population; Medicine; Prevalence of mental disorders; Mental health; Epidemiology; Addiction; Bipolar disorder; Clinical psychology; Mood; Psychology; Environmental health","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":[0.001165116,0.0003701271,0.0007201146,0.0008246008,0.0000699097,0.000003772562,0.0004454477,0.0002700106,0.0003311263],"category_scores_gemma":[0.00005675789,0.0003865901,0.0001935703,0.0008190772,0.0001824943,0.0001515982,0.00007413933,0.000660668,0.0002802148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003494246,"about_ca_system_score_gemma":0.000125377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001382368,"about_ca_topic_score_gemma":0.000151562,"domain_scores_codex":[0.9959864,0.0005974565,0.001621681,0.0007972575,0.0002613995,0.0007357783],"domain_scores_gemma":[0.9983907,0.0002553347,0.0005678567,0.0005915851,0.00004153237,0.0001530068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003294718,0.001084948,0.700699,0.0002519306,0.0000341612,4.127516e-7,0.001748368,0.00009965476,0.000003088521,0.07676305,0.2025003,0.01648569],"study_design_scores_gemma":[0.00673255,0.0003327329,0.8973486,0.002513568,0.00001691101,0.0001911597,0.01012418,0.001315773,0.000003422782,0.001694252,0.07886183,0.0008650081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.1855055,0.01988761,0.0004524726,0.000858505,0.7869824,0.0005778339,0.00007064325,0.0001002264,0.005564853],"genre_scores_gemma":[0.9917729,0.0001359705,0.001065318,0.0001105867,0.006510807,0.0001919569,0.00009384989,0.00005408381,0.00006447422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8062674,"threshold_uncertainty_score":0.9998586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06681377124590575,"score_gpt":0.4011273646396968,"score_spread":0.334313593393791,"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."}}