{"id":"W3131153518","doi":"10.1177/0093854821995866","title":"Is a 7-Item Combination from the YLS/CMI an Effective Screening Strategy for Risk to Reoffend? Findings from a Cross-National Study","year":2021,"lang":"en","type":"article","venue":"Criminal Justice and Behavior","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Carleton University; University of Toronto","funders":"","keywords":"Recidivism; Predictive validity; Predictive value; Psychology; Clinical psychology; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001766187,0.0001758002,0.0002298256,0.00007719943,0.002387392,0.0001553653,0.0002270219,0.0001092159,0.0003227275],"category_scores_gemma":[0.002698068,0.0001457973,0.00004381047,0.0002922915,0.00007067246,0.0003979803,0.0001395591,0.0004166435,0.00004945538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001469945,"about_ca_system_score_gemma":0.0004258509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00674286,"about_ca_topic_score_gemma":0.003168739,"domain_scores_codex":[0.9968085,0.0009718574,0.0005878895,0.0005890449,0.0005669699,0.0004757073],"domain_scores_gemma":[0.9916083,0.006655065,0.000233415,0.0002619925,0.0009597718,0.0002814691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002768334,0.0005184857,0.8019457,0.0002298998,0.00003121437,0.00001523998,0.1722068,0.000009387369,0.001772558,0.0003191686,0.003106341,0.01956834],"study_design_scores_gemma":[0.001903243,0.0005065957,0.870954,0.00006506953,0.001450433,0.000001104978,0.1239803,0.0002962883,0.0002434094,0.0001889788,0.0002670317,0.0001435913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900715,0.00001807902,0.003159654,0.001223029,0.0004023013,0.002725498,0.002319688,0.00003807144,0.00004222816],"genre_scores_gemma":[0.9868531,0.000006637799,0.002159061,0.008545812,0.0004189876,0.001677439,0.0001636597,0.00002093944,0.0001543668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06900828,"threshold_uncertainty_score":0.9998713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5955770891755362,"score_gpt":0.6568206584147951,"score_spread":0.06124356923925889,"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."}}