{"id":"W3199328020","doi":"10.1002/cbm.2216","title":"A retrospective records study of patterns in mental health and criminal justice service use by people found not criminally responsible on account of mental disorder","year":2021,"lang":"en","type":"article","venue":"Criminal Behaviour and Mental Health","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Simon Fraser University","funders":"","keywords":"Criminal justice; Mental health; Health care; Psychiatry; Retrospective cohort study; Service (business); Mental Health Act; Psychology; Medicine; Criminology; Political science; Law; Business","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":[0.000767365,0.0004870552,0.0009641652,0.0003460154,0.0003822078,0.00005349185,0.0002113747,0.000129954,0.0001181088],"category_scores_gemma":[0.00002647897,0.000518991,0.0000779691,0.000427953,0.0001207184,0.0002648133,0.0001989223,0.0005144189,0.000004006522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006770198,"about_ca_system_score_gemma":0.0004180805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02933932,"about_ca_topic_score_gemma":0.03761093,"domain_scores_codex":[0.9956383,0.0006570931,0.00115889,0.001068629,0.000675081,0.0008020807],"domain_scores_gemma":[0.9981215,0.0001216004,0.0006237957,0.0005316077,0.0001222749,0.0004792247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006921589,0.008739482,0.730717,0.001145141,0.00008520031,0.00003954694,0.2380051,3.209033e-7,0.0007103142,0.0004102411,0.009189252,0.004036779],"study_design_scores_gemma":[0.00451532,0.00812398,0.6193048,0.0003690695,0.000149059,0.0001730717,0.3668509,0.000007714706,0.00008074439,0.000009259758,0.0001353933,0.0002806184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870527,0.001081991,0.000009207254,0.001692329,0.007265248,0.001330213,0.001390618,0.00002533434,0.0001523986],"genre_scores_gemma":[0.9964626,0.0004324733,0.0002521597,0.002112663,0.00008945818,0.00005725793,0.0003398559,0.00006595069,0.0001875153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1288458,"threshold_uncertainty_score":0.9997262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05637994579651871,"score_gpt":0.3813144424144742,"score_spread":0.3249344966179555,"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."}}