{"id":"W2105732081","doi":"10.1177/0093854814523003","title":"Prediction of General and Violent Recidivism Among Mentally Disordered Adult Offenders","year":2014,"lang":"en","type":"article","venue":"Criminal Justice and Behavior","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Recidivism; Psychology; Poison control; Human factors and ergonomics; Injury prevention; Predictive validity; Risk assessment; Suicide prevention; Psychiatry; Clinical psychology; Occupational safety and health; Medicine; Computer security; Environmental health; Computer science","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":[0.0001933328,0.0002320328,0.0002688156,0.0001287751,0.0001321755,0.00002744407,0.000120843,0.0001500235,0.00007432176],"category_scores_gemma":[0.00003154925,0.0002216363,0.00005581955,0.00008442152,0.0002939712,0.0001239646,0.00005561428,0.0001868431,0.000009095023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002254881,"about_ca_system_score_gemma":0.00001040402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003054539,"about_ca_topic_score_gemma":0.00005513561,"domain_scores_codex":[0.9985082,0.0001031958,0.0003869859,0.0004611246,0.0002142731,0.0003262663],"domain_scores_gemma":[0.9992285,0.00005928675,0.0001846147,0.0002874389,0.00006587587,0.0001742407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001430015,0.003709614,0.3910924,0.002632515,0.0003002144,0.00007690081,0.03885002,0.000005635793,0.0658491,0.01805932,0.05638508,0.4216091],"study_design_scores_gemma":[0.002026926,0.001127197,0.9684938,0.0001245842,0.00550672,0.00008901479,0.02144812,0.0001536034,0.000403079,0.0001138155,0.0002310869,0.0002820418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978048,0.0002827887,0.0005234316,0.00006037271,0.01815658,0.0002820088,0.00005037656,0.00005037156,0.002546079],"genre_scores_gemma":[0.9980748,0.00007849451,0.0006131295,0.000184506,0.0006750595,0.00005858996,0.00003926995,0.00003148158,0.0002446283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5774014,"threshold_uncertainty_score":0.9038067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03838247266493525,"score_gpt":0.3010281403610157,"score_spread":0.2626456676960804,"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."}}