{"id":"W4417005967","doi":"10.17159/r3n3gv92","title":"What the Doctor Ordered: Lessons From Abroad to Strengthen South Africa’s Medical-Parole System","year":2025,"lang":"","type":"article","venue":"Obiter","topic":"Legal Issues in South Africa","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conviction; Dignity; Legislation; Imprisonment; Criminal Conviction; Sentence; Value (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001723038,0.0006076861,0.0008262944,0.0001998122,0.00146278,0.002277747,0.003392553,0.0007496042,0.007583579],"category_scores_gemma":[0.001092444,0.0004344322,0.0003806275,0.002000883,0.0009505542,0.0007091152,0.001247747,0.0009440816,0.005131221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005541176,"about_ca_system_score_gemma":0.001016618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003015392,"about_ca_topic_score_gemma":0.001300402,"domain_scores_codex":[0.9926868,0.001294819,0.001017554,0.00127904,0.002287054,0.001434749],"domain_scores_gemma":[0.9955138,0.001350383,0.0002980026,0.001704885,0.0002968408,0.0008360643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007958991,0.0001660262,0.0008638903,0.00008031991,0.0003838212,0.00005076943,0.903797,0.00001982659,0.00001780892,0.02731058,0.05457594,0.01265448],"study_design_scores_gemma":[0.0005038537,0.0000418037,0.0002238638,0.001268042,0.0002282016,3.011527e-7,0.1592043,0.0003702865,0.00004237879,0.0005389434,0.8371312,0.0004468722],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1389946,0.02928761,0.0006056596,0.138167,0.03325647,0.003294851,0.0008662712,0.0007278643,0.6547997],"genre_scores_gemma":[0.9099506,0.0001519986,0.0001924765,0.002348331,0.001697346,0.0001723172,0.00001175949,0.00004632572,0.08542892],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7825552,"threshold_uncertainty_score":0.9998372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0288925303479448,"score_gpt":0.3352269723553151,"score_spread":0.3063344420073703,"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."}}