{"id":"W4407800409","doi":"10.1093/sf/soaf021","title":"Who gets a second chance? Compliance, classification, and criminal conviction","year":2025,"lang":"en","type":"article","venue":"Social Forces","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Conviction; Compliance (psychology); Criminology; Criminal Conviction; Psychology; Law; Political science; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0001949557,0.00007170577,0.0001353935,0.0001002699,0.001704546,0.0001213463,0.00009448951,0.00008215073,0.0001578478],"category_scores_gemma":[0.00006508309,0.00007780748,0.00004881549,0.0004435217,0.0003065894,0.0001687421,0.00002016717,0.00008501799,0.0000137027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006951827,"about_ca_system_score_gemma":0.0001092555,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002795547,"about_ca_topic_score_gemma":0.02485201,"domain_scores_codex":[0.9992945,0.00006771147,0.0001367362,0.0001843124,0.0001390605,0.0001777464],"domain_scores_gemma":[0.9995432,0.00006293627,0.00006693362,0.00005988857,0.0002309686,0.0000360184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000859562,0.0001153396,0.009163326,0.000340108,0.0001964953,0.000003201894,0.1919293,0.000002348092,0.0008181283,0.4681843,0.01404001,0.3151215],"study_design_scores_gemma":[0.0002311803,0.00002722481,0.04604447,0.00005284956,0.0004187575,5.22239e-7,0.708104,0.0005513841,0.0001099101,0.003790038,0.2404687,0.0002010236],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8783143,0.0006360621,0.001594356,0.002561329,0.000555835,0.0001512829,0.000008539658,0.00007895433,0.1160994],"genre_scores_gemma":[0.9872251,0.0003858019,0.00003661915,0.0003275285,0.0003172538,0.00002485724,0.000005428833,0.000003455888,0.011674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5161746,"threshold_uncertainty_score":0.9995951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05177385324080062,"score_gpt":0.3630043836104669,"score_spread":0.3112305303696663,"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."}}