{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00787854,0.0007336973,0.000852628,0.001043371,0.01408236,0.01294676,0.002703392,0.02225358,0.02169052],"category_scores_gemma":[0.02295832,0.0006671253,0.0009546681,0.000804856,0.008123307,0.0143486,0.01078395,0.02672142,0.002796085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006375736,"about_ca_system_score_gemma":0.02948884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01279109,"about_ca_topic_score_gemma":0.04111587,"domain_scores_codex":[0.9924324,0.002419726,0.0003554761,0.0005492591,0.001534468,0.002708655],"domain_scores_gemma":[0.985873,0.004582319,0.0007293477,0.000495793,0.00237781,0.005941776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004434163,0.0001770755,0.001544344,0.0005346222,0.00001666191,0.001410739,0.0131757,0.00004987808,0.0003903004,0.02884046,0.8411669,0.112649],"study_design_scores_gemma":[0.00004266606,0.0001928641,0.003960904,0.003576678,0.00001839567,0.00172317,0.06794566,0.00009788476,0.0001925816,0.01896443,0.9032019,0.00008287092],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002267867,0.01013288,0.0001774862,0.969814,0.009786583,0.00002518046,0.00001926267,0.00002233107,0.007754412],"genre_scores_gemma":[0.07012128,0.03386631,0.00150493,0.8237249,0.02580699,0.0002051411,0.0001033558,0.0001944462,0.04447264],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02225358,"threshold_uncertainty_score":0.07256204,"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."}}