{"id":"W1986937093","doi":"10.1177/206622031000200205","title":"Enhancing Offender Re-Entry an Integrated Model for Enhancing Offender Re-Entry","year":2010,"lang":"en","type":"article","venue":"European Journal of Probation","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Punitive damages; Criminal justice; Scrutiny; Prison; Political science; Criminology; Legislation; Sociology; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.00333974,0.000141828,0.0002087197,0.0002439051,0.0006184836,0.0002182338,0.0002927712,0.00006303379,0.0001799877],"category_scores_gemma":[0.0008785733,0.0001271481,0.000185526,0.0003439237,0.0000725931,0.0008367199,0.0000246331,0.0004826553,0.00001773697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001192948,"about_ca_system_score_gemma":0.0003192861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001451323,"about_ca_topic_score_gemma":0.01342781,"domain_scores_codex":[0.9979557,0.0004704296,0.000652994,0.0002122514,0.0004248031,0.0002837915],"domain_scores_gemma":[0.9980732,0.0001121836,0.0006060806,0.0001806379,0.0008399676,0.0001878954],"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":[0.000810373,0.00107626,0.0006989394,0.0002260943,0.0004384969,0.00008056378,0.2769206,0.02914245,0.2762654,0.005802387,0.009968652,0.3985697],"study_design_scores_gemma":[0.002571952,0.001183195,0.001141208,0.0007149008,0.00206445,0.00006107397,0.7845101,0.1592671,0.02048664,0.002301768,0.02449828,0.001199238],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4663668,0.00004004413,0.5259889,0.000364762,0.001023353,0.0001585139,0.000002723983,0.00003702981,0.006017843],"genre_scores_gemma":[0.9846205,0.00007193164,0.0119219,0.0001576803,0.001232816,0.000002902162,0.0000106679,0.00002920966,0.001952429],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5182537,"threshold_uncertainty_score":0.749303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04435310813305958,"score_gpt":0.3150968505785887,"score_spread":0.2707437424455291,"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."}}