{"id":"W2604473354","doi":"10.1176/appi.ps.201500391","title":"Outcomes of Offenders With Co-Occurring Substance Use Disorders and Mental Disorders","year":2017,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shared Services Canada","funders":"","keywords":"Psychiatry; Prevalence of mental disorders; Substance use; Mental health; Population; Psychology; Substance abuse; Clinical psychology; Mental illness; Medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002547078,0.0005374622,0.0006162206,0.0003212372,0.0006743366,0.0001880165,0.0009724976,0.000168348,0.0001292672],"category_scores_gemma":[0.00001125668,0.0004584623,0.0001457418,0.0002460477,0.0004309034,0.0007913759,0.00008464768,0.0002895857,0.00003521992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000320953,"about_ca_system_score_gemma":0.00002612439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002444523,"about_ca_topic_score_gemma":0.01014841,"domain_scores_codex":[0.9972578,0.00009122067,0.0005641907,0.0008951733,0.0004762798,0.0007152844],"domain_scores_gemma":[0.997102,0.0001656617,0.0009498613,0.001512955,0.00004052499,0.0002290018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004250456,0.000332216,0.9842485,0.0001571946,0.0004153709,0.000002333776,0.003975049,0.000003575956,0.00001717167,0.00186897,0.004468739,0.004085901],"study_design_scores_gemma":[0.003725096,0.0003351852,0.9784098,0.00004057199,0.0001189001,0.00001309466,0.005968883,0.00004326543,0.00000594757,0.001100101,0.009654283,0.0005849263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9509205,0.001493832,0.00008688773,0.00116755,0.0271653,0.0006307945,0.0001082072,0.0001237002,0.01830327],"genre_scores_gemma":[0.9974036,0.0002593768,0.001222036,0.0004836961,0.0002602828,0.00004343408,0.00002228201,0.00009081297,0.0002145221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04648309,"threshold_uncertainty_score":0.9997867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01939241399471966,"score_gpt":0.307203426957867,"score_spread":0.2878110129631473,"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."}}