{"id":"W3132799944","doi":"10.1177/0093854821993512","title":"The Relationship Between Patterns of Change in Dynamic Risk and Strength Scores and Reoffending for Men on Community Supervision","year":2021,"lang":"en","type":"article","venue":"Criminal Justice and Behavior","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Dynamic assessment; Multilevel model; Risk assessment; Longitudinal study; Regression analysis; Poison control; Community integration; Physical therapy; Psychology; Medicine; Statistics; Computer science; Computer security; Developmental psychology; Medical emergency; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0005469245,0.00005860994,0.00009499705,0.00004405084,0.0008868137,0.00006621707,0.0000630638,0.00004678239,0.00001089056],"category_scores_gemma":[0.0003385265,0.00004778228,0.0000268741,0.00005177541,0.0001128799,0.0001006322,0.00006099558,0.0001733803,1.903033e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001871909,"about_ca_system_score_gemma":0.00001127726,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006566074,"about_ca_topic_score_gemma":0.01858455,"domain_scores_codex":[0.9992887,0.0002522487,0.0001476626,0.0001019977,0.00008756087,0.0001218296],"domain_scores_gemma":[0.9984123,0.001348826,0.00005522047,0.00009565859,0.00004309382,0.00004490034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001023134,0.00007705658,0.9322172,0.0002437718,0.000002461393,0.00000127021,0.01645104,2.632667e-8,0.00004520218,0.0009943058,0.000006571121,0.04995089],"study_design_scores_gemma":[0.0002047449,0.0001312401,0.9104986,0.0002000543,0.0008584767,6.882901e-7,0.08782136,0.00002033356,0.00005470077,0.000135236,0.00002361298,0.00005101457],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998967,0.0003834714,0.00004258449,0.0001815096,0.00005494574,0.000182001,0.0001344549,0.000004796206,0.00004926517],"genre_scores_gemma":[0.9991204,0.0006604045,0.00004747059,0.00001054831,0.00004045021,0.00003219884,0.00002373945,0.000004570444,0.00006028211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07137033,"threshold_uncertainty_score":0.9993237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2788275606489922,"score_gpt":0.4438162724484034,"score_spread":0.1649887117994112,"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."}}