{"id":"W2145821987","doi":"10.1177/107906320101300305","title":"Treatment of Sexual Offenders Who Are in Categorical Denial: A Pilot Project","year":2001,"lang":"en","type":"article","venue":"Sexual Abuse","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Denial; Categorical variable; Prison; Psychology; Sex offender; Criminology; Social psychology; Psychotherapist; Clinical psychology; Computer science; Machine learning","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":[0.0002324895,0.0005581588,0.0008932477,0.0006262441,0.00008408463,0.00003133476,0.00041986,0.0002511928,0.0002337057],"category_scores_gemma":[0.00003933017,0.000502414,0.00007779596,0.001096907,0.0002344149,0.0001647399,0.00003899643,0.0002961197,0.0002618773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003905811,"about_ca_system_score_gemma":0.0001210316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004659832,"about_ca_topic_score_gemma":0.00432801,"domain_scores_codex":[0.9963233,0.0003260782,0.0008592803,0.001033752,0.0004496489,0.001007933],"domain_scores_gemma":[0.99812,0.0002114213,0.0003807042,0.001002637,0.00007033637,0.0002149686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0100935,0.01873052,0.5912687,0.0002043081,0.001114896,0.003345177,0.1242442,0.00007723044,0.004898441,0.005079683,0.1781294,0.06281389],"study_design_scores_gemma":[0.05213889,0.06447628,0.5417448,0.0002475145,0.0006742234,0.00291179,0.1832439,0.0005791549,0.0003787635,0.001683443,0.1473349,0.004586393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694861,0.0007679333,0.000111298,0.0002518761,0.02034246,0.0009662306,0.00004404925,0.0001797082,0.007850329],"genre_scores_gemma":[0.9931678,0.00006430488,0.0002018232,0.0001778392,0.001406861,0.0001799563,0.00004205278,0.0001097509,0.004649617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05899968,"threshold_uncertainty_score":0.9997427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08897659527675984,"score_gpt":0.3507236548287757,"score_spread":0.2617470595520158,"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."}}