{"id":"W2964493354","doi":"10.3389/fpsyt.2019.00627","title":"A Latent Profile Analysis of Violent Offenders Based on PCL-R Factor Scores: Criminogenic Needs and Recidivism Risk","year":2019,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Recidivism; Psychopathy; Psychology; Latent class model; Clinical psychology; Typology; Homogeneous; Psychiatry; Social psychology; Personality","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001300898,0.000407836,0.0002998387,0.004417848,0.0006150028,0.00116163,0.0003583198,0.0003190858,0.001994584],"category_scores_gemma":[0.004297663,0.0001878671,0.0007166124,0.001648167,0.0004613929,0.0008231135,0.001311024,0.0006331626,0.0002651704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008512095,"about_ca_system_score_gemma":0.0009523717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00923789,"about_ca_topic_score_gemma":0.008923668,"domain_scores_codex":[0.9994287,0.0001927469,0.00008084654,0.00007843407,0.0001260635,0.00009319946],"domain_scores_gemma":[0.9982963,0.0003990523,0.0006098954,0.0001887753,0.0003396838,0.0001662963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003163443,0.0001776283,0.980567,0.00002206154,0.00005432978,0.00006110915,0.00148816,0.0002738502,0.00143956,0.0003909755,0.000230794,0.01497817],"study_design_scores_gemma":[0.00001462294,0.0001600688,0.9928705,0.00001353459,0.00001981541,0.0001168155,0.00241093,0.003453093,0.0003002856,0.0004631161,0.0001665737,0.00001062192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976709,0.00001233416,0.001336891,0.00003857218,0.000001975657,0.0001031415,0.0002996332,0.00001314458,0.0005232643],"genre_scores_gemma":[0.9975248,0.00001358566,0.001495851,0.000003642274,0.000001687891,0.00008136699,0.00070807,0.000004653087,0.0001663314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00923789,"threshold_uncertainty_score":0.01836824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0155491998882975,"score_gpt":0.2667296893797356,"score_spread":0.2511804894914381,"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."}}