{"id":"W1600516072","doi":"10.1002/bsl.2162","title":"The Use of Risk and Need Factors in Forensic Mental Health Decision‐Making and the Role of Gender and Index Offense Severity","year":2015,"lang":"en","type":"article","venue":"Behavioral Sciences & the Law","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre; McGill University; Douglas Mental Health University Institute; BC Mental Health & Substance Use Services; University of British Columbia","funders":"Fonds de Recherche du Québec - Santé; Social Sciences and Humanities Research Council of Canada; Mental Health Commission; Michael Smith Health Research BC; Canadian Institutes of Health Research; Commission de la santé mentale du Canada","keywords":"Mental health; Psychology; Legislation; Human factors and ergonomics; Risk assessment; Forensic psychiatry; Suicide prevention; Occupational safety and health; Psychiatry; Forensic science; Poison control; Injury prevention; Index (typography); Clinical psychology; Applied psychology; Medicine; Environmental health; Political science; Computer security; Law","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002025029,0.0001589859,0.0002802725,0.00006433837,0.0004740843,0.00008938851,0.0003085143,0.00006215082,0.000004661578],"category_scores_gemma":[0.00005348734,0.00007525059,0.00003900539,0.0003371126,0.003244671,0.0001953053,0.0001962313,0.0002043084,4.384991e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002928119,"about_ca_system_score_gemma":0.00004706971,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008794961,"about_ca_topic_score_gemma":0.005817307,"domain_scores_codex":[0.9981288,0.0004406021,0.0003908897,0.0003058513,0.0003923111,0.0003415187],"domain_scores_gemma":[0.9985747,0.000622894,0.0003446859,0.0003262893,0.00003312997,0.00009825173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005780413,0.00009847203,0.8932458,0.000002693132,0.00001455973,7.889428e-7,0.03823114,0.000006858672,0.00003028389,0.02364356,0.00117441,0.04297339],"study_design_scores_gemma":[0.002029519,0.0003420248,0.9172861,0.00005142829,0.00003691554,0.00004531912,0.04991175,0.0004506566,0.00002017356,0.02748061,0.002176207,0.0001693041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936284,0.002155683,0.00001703287,0.0003703812,0.003107751,0.0004040498,0.0000390936,0.000008879027,0.0002686933],"genre_scores_gemma":[0.9994352,0.00005944946,0.0003029096,0.0001460898,0.00003564965,0.000006317316,8.191576e-7,0.000008462964,0.000005052533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04280408,"threshold_uncertainty_score":0.9994679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1112755084817906,"score_gpt":0.3711483638991068,"score_spread":0.2598728554173161,"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."}}