{"id":"W4302027574","doi":"10.1177/14624745221128102","title":"Shaping the road to reentry: Organizational variation and narrative labor in the penal voluntary sector","year":2022,"lang":"en","type":"article","venue":"Punishment & Society","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Retrenchment; Narrative; Austerity; Political science; Criminal justice; Criminology; Prison; Public relations; Sociology; Public administration; Politics; Law","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001058844,0.00005920739,0.00006471577,0.00002068941,0.002507856,0.0001212394,0.0002106387,0.00001993889,0.000753036],"category_scores_gemma":[0.00007041837,0.00004279311,0.00004914773,0.001038901,0.00005776865,0.000101246,0.00009925705,0.0001764631,0.000002365871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002627134,"about_ca_system_score_gemma":0.0001361763,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01154796,"about_ca_topic_score_gemma":0.008103817,"domain_scores_codex":[0.9988035,0.0003213935,0.0001128434,0.0001556012,0.0004567559,0.0001499287],"domain_scores_gemma":[0.9996169,0.0001391845,0.00004995567,0.00009067873,0.00007244755,0.00003085466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000756801,0.00006709454,0.009397334,0.0000029056,0.00003575477,7.593758e-7,0.9798528,0.0003866071,0.00006896799,0.00234109,0.006524907,0.001314205],"study_design_scores_gemma":[0.00008267756,0.00002619526,0.06355895,0.000002582598,0.00006261986,0.000001025054,0.919406,0.001117371,0.000001520712,0.0002323938,0.01544512,0.00006356253],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688038,0.0001246534,0.000258958,0.02994758,0.0001611598,0.0002666068,0.00001527597,0.00001631855,0.0004056128],"genre_scores_gemma":[0.9942294,0.0001055738,0.0001067992,0.004990072,0.0002114768,0.00008332387,0.00001863279,0.000004239943,0.0002504682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06044682,"threshold_uncertainty_score":0.9987907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02046384864731286,"score_gpt":0.2808745622215223,"score_spread":0.2604107135742094,"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."}}