{"id":"W2066116865","doi":"10.1177/1462474510394961","title":"Gaining insight, changing attitudes and managing ‘risk’: Parole release decisions for women convicted of violent crimes","year":2011,"lang":"en","type":"article","venue":"Punishment & Society","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Toronto","funders":"U.S. Department of Justice","keywords":"Recidivism; Discretion; Ambiguity; Psychology; Criminology; Criminal justice; Social psychology; Political science; Law; Computer science","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":[0.0007775588,0.0001081229,0.0002045773,0.00007639467,0.0009488441,0.00004371492,0.0001282989,0.00005998172,0.00008360004],"category_scores_gemma":[0.0001434736,0.0001043422,0.0001764805,0.0003488133,0.0001730745,0.000159325,0.00008538409,0.00009133288,0.000001838385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001201501,"about_ca_system_score_gemma":0.00006298912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002689529,"about_ca_topic_score_gemma":0.0006005695,"domain_scores_codex":[0.9988751,0.00007153325,0.0002247096,0.0002355403,0.0002208156,0.0003722571],"domain_scores_gemma":[0.9991459,0.0002773719,0.0001575791,0.000150019,0.0001366904,0.0001323899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005685665,0.0002838509,0.02727522,0.00009170199,0.0003598543,0.000001506778,0.8635548,0.00003584069,0.0001649521,0.00464621,0.0004367711,0.1030924],"study_design_scores_gemma":[0.0003457093,0.00009599233,0.006926695,0.000100479,0.0003619383,3.486388e-7,0.9823223,0.001852709,0.0002819276,0.001068685,0.006455643,0.0001875233],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905853,0.0005947376,0.005571251,0.0001077846,0.0001158015,0.0002313031,0.00001065292,0.00005323767,0.002729934],"genre_scores_gemma":[0.9923896,0.004389136,0.00259348,0.0001500834,0.00007378532,0.0000885987,0.000004528417,0.000009941112,0.0003008713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1187675,"threshold_uncertainty_score":0.7297838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04261008708146671,"score_gpt":0.3061569441049447,"score_spread":0.2635468570234779,"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."}}