{"id":"W2062089879","doi":"10.1177/1541204012473132","title":"Diverting Our Attention to What Works","year":2013,"lang":"en","type":"article","venue":"Youth Violence and Juvenile Justice","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Recidivism; Rehabilitation; Suicide prevention; Injury prevention; Human factors and ergonomics; Psychology; Poison control; Occupational safety and health; Medicine; Psychiatry; Environmental health; Physical therapy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003021742,0.0002633184,0.0002771652,0.0001533937,0.0002520894,0.0004030444,0.000273835,0.0001667076,0.0001944486],"category_scores_gemma":[0.00008525965,0.000253883,0.00006887838,0.0003276491,0.00004127377,0.001312434,0.0001255073,0.0002944873,0.002520775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003578535,"about_ca_system_score_gemma":0.00001437674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000317336,"about_ca_topic_score_gemma":0.00001347116,"domain_scores_codex":[0.9979839,0.00009830782,0.0004149063,0.000629747,0.0002355532,0.0006375321],"domain_scores_gemma":[0.9988929,0.00006770555,0.0001689764,0.0004546685,0.00009137165,0.000324355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001677613,0.0002520431,0.01756624,0.0001268922,0.00009395621,0.00002709188,0.0232324,0.00002088917,0.001412367,0.0009265271,0.05539565,0.9007782],"study_design_scores_gemma":[0.002307091,0.0007194963,0.1466452,0.009672176,0.0007030268,0.00008030388,0.8351404,0.0003373538,0.00007375851,0.001386967,0.001543134,0.001391073],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9260372,0.003068518,0.001205704,0.001031721,0.0654645,0.0004969478,0.000009601701,0.0001481613,0.002537634],"genre_scores_gemma":[0.9946958,0.0004760339,0.0005251766,0.002277162,0.001644028,0.00007595092,0.0000146425,0.00003714245,0.0002540313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8993871,"threshold_uncertainty_score":0.9999914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02805893005665546,"score_gpt":0.3026505411393819,"score_spread":0.2745916110827265,"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."}}