{"id":"W4234680813","doi":"10.32920/ryerson.14663163","title":"Predicting Recidivism of Aboriginal Youth Offenders: A Look at an Established Risk Assessment Tool and Culturally-Specific Predictors","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Carleton University; Toronto Metropolitan University","funders":"","keywords":"Recidivism; Predictive validity; Context (archaeology); Psychology; Culturally appropriate; Risk assessment; Indigenous; Criminology; Clinical psychology; Social psychology; Medicine; Gerontology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007028279,0.0003973334,0.0004263591,0.002345528,0.001207937,0.001804032,0.0007472842,0.000320517,0.0008747335],"category_scores_gemma":[0.02820301,0.0002049565,0.0006951228,0.001851405,0.0007545387,0.001008562,0.001352475,0.001452538,0.000141102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002012599,"about_ca_system_score_gemma":0.00380045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1175207,"about_ca_topic_score_gemma":0.1664343,"domain_scores_codex":[0.9976346,0.001091182,0.0003077482,0.0001314077,0.000613072,0.0002219216],"domain_scores_gemma":[0.9873372,0.003751034,0.00419255,0.0005862525,0.003150177,0.0009827333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001444804,0.00003248417,0.9896544,0.00003630309,0.00002330719,0.00003735046,0.002114113,0.00007858963,0.0000277951,0.00006739137,0.00005691356,0.00785685],"study_design_scores_gemma":[0.000001571517,0.00009008838,0.9900996,0.0001564423,0.00004211857,0.0001049947,0.007995014,0.0008704997,0.0001215024,0.0001295805,0.0003757117,0.00001275531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962857,0.0004921857,0.0003960062,0.0004737562,0.000009347171,0.00006987118,0.0001116194,0.00001278977,0.002148708],"genre_scores_gemma":[0.99703,0.0004839376,0.001933687,0.00003622741,0.000009344027,0.00004740991,0.0001554121,0.000003971631,0.0002999097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8824793,"threshold_uncertainty_score":0.2336733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0298254868744931,"score_gpt":0.3105909122501994,"score_spread":0.2807654253757063,"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."}}