{"id":"W7124602040","doi":"10.17159/pjdnzz54","title":"Criminal Justice for Female Victims of Domestic Violence: Time to Deal Defencelessness a Final Blow","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":"Criminal justice; Domestic violence; Legislature; Plea; Notice; Legislation; Law enforcement; Presidential system","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001047206,0.0004183917,0.0007581242,0.0002997226,0.0007146643,0.0002153035,0.001236207,0.0003741406,0.003415546],"category_scores_gemma":[0.0007680627,0.0004283413,0.0003183658,0.00157202,0.0008221053,0.0002946914,0.0003524345,0.00031294,0.001058955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002593231,"about_ca_system_score_gemma":0.0008960192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002172622,"about_ca_topic_score_gemma":0.00004574711,"domain_scores_codex":[0.9961856,0.0002591614,0.0008355785,0.0008620399,0.0007569868,0.001100653],"domain_scores_gemma":[0.9968882,0.001228453,0.000278755,0.0005382855,0.0007152933,0.0003510066],"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":[0.003456133,0.002124634,0.004939965,0.008923991,0.0005243512,0.0001436415,0.7446827,0.0008939289,0.00360731,0.03189439,0.009365938,0.1894431],"study_design_scores_gemma":[0.007810007,0.003893606,0.006216111,0.01248519,0.01393952,0.00001759255,0.09615028,0.01003114,0.009652147,0.01417755,0.8211317,0.004495169],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9032596,0.002256761,0.009060608,0.001131948,0.002670275,0.002645723,0.000317989,0.0001130321,0.07854403],"genre_scores_gemma":[0.9708477,0.00003425336,0.009692929,0.000770862,0.0005760932,0.0002085398,0.000007522455,0.00003123374,0.01783082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8117657,"threshold_uncertainty_score":0.9998168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02519767450830068,"score_gpt":0.3496766400808022,"score_spread":0.3244789655725015,"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."}}