{"id":"W4311704501","doi":"10.1177/10790632221146499","title":"General Criminal Dynamic Risk and Strength Factors Predict Short-Term General Recidivism Outcomes Among People Convicted of Sexual Crime During Community Supervision","year":2022,"lang":"en","type":"article","venue":"Sexual Abuse","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Recidivism; Psychology; Univariate; Risk assessment; Poison control; Sex offense; Human factors and ergonomics; Suicide prevention; Intervention (counseling); Clinical psychology; Psychiatry; Multivariate statistics; Medicine; Sexual abuse; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008109437,0.0007323902,0.000997755,0.0005325117,0.001216899,0.0000683801,0.0009293891,0.0002523954,0.0006696642],"category_scores_gemma":[0.00008523025,0.0007264478,0.0001334476,0.0004966041,0.0004002713,0.0003181966,0.000645856,0.001881261,0.00001008052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002352124,"about_ca_system_score_gemma":0.00005773739,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007309032,"about_ca_topic_score_gemma":0.002566692,"domain_scores_codex":[0.9943238,0.0017908,0.001106131,0.0009693732,0.0008107433,0.0009991212],"domain_scores_gemma":[0.9970688,0.0004517318,0.0004646386,0.001524218,0.00009599906,0.0003946453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004258681,0.00103392,0.9285863,0.0001125659,0.0004100229,0.0000380988,0.05829193,0.00008158233,0.007952238,0.00006216713,0.001442938,0.001562364],"study_design_scores_gemma":[0.00238241,0.001653965,0.9512213,0.00001792828,0.0003135727,0.00007910738,0.04261193,0.0008124614,0.0001364955,0.00003714612,0.0000619752,0.0006717289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787731,0.0002577615,0.00003948228,0.00001600602,0.01858197,0.0006292854,0.001134835,0.0002864107,0.0002812096],"genre_scores_gemma":[0.9974134,0.00002075052,0.0002560651,0.00005742339,0.0003381975,0.00007926526,0.000718541,0.000147428,0.0009689375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02263498,"threshold_uncertainty_score":0.9995186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02534735700433341,"score_gpt":0.2948779728857444,"score_spread":0.269530615881411,"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."}}