{"id":"W2109811672","doi":"10.1177/0093854812455741","title":"The Predictive Validity of a General Risk/Needs Assessment Inventory on Sexual Offender Recidivism and an Exploration of the Professional Override","year":2012,"lang":"en","type":"article","venue":"Criminal Justice and Behavior","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Community Safety and Correctional Services; University of Saskatchewan","funders":"","keywords":"Recidivism; Predictive validity; Psychology; Risk assessment; Cohort; Sex offense; Risk management tools; Clinical psychology; Scale (ratio); Incremental validity; Poison control; Human factors and ergonomics; Test validity; Sexual abuse; Psychiatry; Social psychology; Psychometrics; Medicine; Medical emergency; Computer security","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":[0.0008174583,0.0001897427,0.0001983212,0.00007865409,0.0003324132,0.00001719435,0.0001769348,0.0001261976,0.00002239254],"category_scores_gemma":[0.00005585655,0.0001172391,0.000046301,0.0001144435,0.0003576351,0.0003651007,0.00009001343,0.0003637167,0.000001627976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004229261,"about_ca_system_score_gemma":0.00005823786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001127131,"about_ca_topic_score_gemma":0.00002656178,"domain_scores_codex":[0.9981527,0.0005698084,0.0003576499,0.0002383059,0.0003839323,0.0002975556],"domain_scores_gemma":[0.9987741,0.0002182874,0.0003941002,0.0003969972,0.00008258729,0.0001339944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00209115,0.007341147,0.7412862,0.0007370123,0.000245508,0.000007469893,0.1152379,0.00001355328,0.01864913,0.03242686,0.02812309,0.05384101],"study_design_scores_gemma":[0.0007117758,0.001231143,0.9190542,0.00005631208,0.003238621,0.00001843418,0.07462723,0.0000611589,0.0005076348,0.0001727464,0.0001686068,0.0001521213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727923,0.0002634595,0.0001570344,0.00006198684,0.02568582,0.0004103353,0.00007465234,0.0000140703,0.0005403041],"genre_scores_gemma":[0.9981629,0.00003084015,0.0001630377,0.00009943528,0.001151066,0.00009990927,0.00001323374,0.00002012122,0.0002594725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.177768,"threshold_uncertainty_score":0.4780872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1484395110575082,"score_gpt":0.4088288396179003,"score_spread":0.2603893285603921,"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."}}