{"id":"W2147279908","doi":"10.1177/1462474505048132","title":"Criminogenic needs and the transformative risk subject","year":2004,"lang":"en","type":"article","venue":"Punishment & Society","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":419,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"U.S. Department of Justice","keywords":"Risk management; Criminal justice; Transformative learning; Sociology; Situated; Risk assessment; Political risk; Risk management tools; Risk society; Criminology; Politics; Economics; Law; Political science; Social science; Computer science; Finance; Management","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":[0.003807841,0.0004132275,0.0002325092,0.002541911,0.004686286,0.005990671,0.0007709291,0.001331617,0.003305542],"category_scores_gemma":[0.006956654,0.0002005332,0.0002283777,0.0008820667,0.036743,0.008592754,0.007736278,0.002555268,0.0002191755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004209695,"about_ca_system_score_gemma":0.002716113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001246994,"about_ca_topic_score_gemma":0.001680299,"domain_scores_codex":[0.9958175,0.00211224,0.0001235501,0.0003040974,0.001225376,0.0004172953],"domain_scores_gemma":[0.9961565,0.001758589,0.000716732,0.0004196761,0.0005526736,0.0003957381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006238337,0.00001694603,0.0007991813,0.00001617719,0.000001639806,0.00007962068,0.02837778,0.00009086345,0.000121482,0.9635778,0.0002515442,0.006660595],"study_design_scores_gemma":[0.000008452393,0.00004467454,0.003045849,0.0001077229,0.000008046914,0.0004286088,0.05308399,0.0008515551,0.0005336361,0.8897441,0.0521213,0.0000219955],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3660747,0.001480043,0.05659536,0.02453412,0.0002178114,0.0001098156,0.00003338569,0.00007546879,0.5508792],"genre_scores_gemma":[0.9928341,0.0002236827,0.002018604,0.0002426379,0.00004092071,0.00003265039,0.000007811827,0.00001347985,0.00458612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005990671,"threshold_uncertainty_score":0.03054363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01484362820220833,"score_gpt":0.2738757525730422,"score_spread":0.2590321243708339,"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."}}