{"id":"W2079429508","doi":"10.1002/cbm.644","title":"The validity of the Violence Risk Appraisal Guide (VRAG) in predicting criminal recidivism","year":2007,"lang":"en","type":"article","venue":"Criminal Behaviour and Mental Health","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Recidivism; Conviction; Predictive validity; Psychology; Sample (material); Risk assessment; Demography; Statistics; Psychiatry; Clinical psychology; Law; Mathematics; Political science; Sociology; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005577806,0.0005208575,0.0003380658,0.003079861,0.0002341566,0.0007614894,0.0006680762,0.0005311668,0.00175788],"category_scores_gemma":[0.02399753,0.0002029028,0.0007615627,0.0009182881,0.0004141507,0.0005915005,0.0007987486,0.0004152639,0.0006168649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005703687,"about_ca_system_score_gemma":0.0006989447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008376115,"about_ca_topic_score_gemma":0.009567579,"domain_scores_codex":[0.9977063,0.001203216,0.0002058256,0.0001846713,0.0005737631,0.0001261878],"domain_scores_gemma":[0.9906492,0.005424963,0.001767766,0.0003958298,0.00130868,0.0004535733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002694654,0.0001110867,0.9460281,0.00006867453,0.0001647851,0.00005430799,0.0001826554,0.001382774,0.00009820196,0.0002796228,0.002417352,0.04894305],"study_design_scores_gemma":[0.00005246183,0.0005525268,0.9867283,0.0001045641,0.00009465572,0.0002146026,0.0002264471,0.009249337,0.0001747686,0.0007469782,0.001829224,0.00002630305],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850889,0.001086446,0.00392661,0.000372776,0.00008116064,0.0003652005,0.002630968,0.0002017098,0.006246149],"genre_scores_gemma":[0.9927665,0.0002597695,0.005012423,0.00005443979,0.00001739025,0.000100765,0.001217292,0.00001255592,0.0005588485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008376115,"threshold_uncertainty_score":0.02949858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04657499456149564,"score_gpt":0.3960601277513605,"score_spread":0.3494851331898648,"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."}}