{"id":"W2171585725","doi":"10.1177/0886260513517551","title":"Predicting Treatment Attrition Among Seriously Violent Offenders","year":2014,"lang":"en","type":"article","venue":"Journal of Interpersonal Violence","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Ministry of Community Safety and Correctional Services","funders":"","keywords":"Attrition; Psychology; Criminal behavior; Juvenile delinquency; Violent crime; Human factors and ergonomics; Poison control; Injury prevention; Suicide prevention; Clinical psychology; Criminology; Psychiatry; Medicine; Medical emergency","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":[0.0007274629,0.0003545173,0.0005262107,0.0003277388,0.0001306746,0.00005737019,0.0004462735,0.0001637576,0.0003337139],"category_scores_gemma":[0.0001123367,0.0002914814,0.0004009609,0.0002046228,0.0001971764,0.0003025123,0.00003692585,0.0004616278,0.0001068184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003922609,"about_ca_system_score_gemma":0.00006170279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001558693,"about_ca_topic_score_gemma":0.00005189434,"domain_scores_codex":[0.9973578,0.0002909353,0.0009220216,0.0003921482,0.0005109357,0.0005260889],"domain_scores_gemma":[0.9979851,0.0002342887,0.0009475081,0.0003323658,0.0001872423,0.000313518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002650285,0.001870234,0.6625928,0.00008985459,0.00132988,0.0003558189,0.01724165,0.0001399053,0.00477706,0.002221147,0.03911025,0.2676211],"study_design_scores_gemma":[0.01496175,0.02373943,0.8728368,0.01139957,0.0007367694,0.005949319,0.03984305,0.004390675,0.002443615,0.003596996,0.01809732,0.002004705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9380075,0.000697643,0.003036928,0.0003212077,0.05298752,0.0001774046,0.000009853228,0.00004886906,0.004713095],"genre_scores_gemma":[0.9954178,0.0001012903,0.0006436026,0.0004411684,0.003167607,0.00001346077,0.000003811246,0.00004500914,0.000166284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2656164,"threshold_uncertainty_score":0.9999537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02058950035795475,"score_gpt":0.2943914204927782,"score_spread":0.2738019201348234,"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."}}