{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009376036,0.0004013178,0.0003920298,0.001435842,0.0004493379,0.0004820187,0.0003322354,0.0003624368,0.001059496],"category_scores_gemma":[0.005854966,0.0003049469,0.000448221,0.0004245393,0.0003955275,0.0003447623,0.000869136,0.0007160338,0.0001599484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004465019,"about_ca_system_score_gemma":0.0003996817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008190001,"about_ca_topic_score_gemma":0.02026174,"domain_scores_codex":[0.9995295,0.0001376324,0.00006284378,0.00004852108,0.0001340417,0.00008749283],"domain_scores_gemma":[0.9981248,0.0003755641,0.0008286017,0.00009391028,0.0002522344,0.0003248197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004051459,0.0000584796,0.9980949,0.000003801156,0.00001031178,0.00003029068,0.0001428804,0.00003451449,0.00007150402,0.000008535817,0.00002504212,0.001479269],"study_design_scores_gemma":[0.000002307182,0.00006084005,0.9993125,0.000003479112,0.000005198967,0.0000773832,0.0002688586,0.0001912398,0.00003377783,0.00001751161,0.00002535332,0.000001443236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997546,0.00001731591,0.0000228096,0.00001164833,0.000001309402,0.00001132172,0.00002977907,0.000001834932,0.0001494225],"genre_scores_gemma":[0.999655,0.00002803084,0.00009413448,0.000006326472,0.00000228061,0.000008819276,0.0001020569,9.770129e-7,0.0001023869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008190001,"threshold_uncertainty_score":0.01628464,"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."}}