{"id":"W4413129202","doi":"10.32920/29896187.v1","title":"Judging Family Violence: Recommendations for Judicial Practices and Guidelines in Family Violence Cases","year":2025,"lang":"en","type":"article","venue":"","topic":"Legal Systems and Judicial Processes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Domestic violence; Criminology; Family law; Political science; Psychology; Medicine; Medical emergency; Human factors and ergonomics; Law; Poison control","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2023623,0.001859192,0.003193524,0.01555747,0.02022128,0.02420852,0.02076495,0.06198899,0.008625662],"category_scores_gemma":[0.3409656,0.003469385,0.003503204,0.009122089,0.01723461,0.02053422,0.01234656,0.03801557,0.007969995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0176902,"about_ca_system_score_gemma":0.1454452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1003642,"about_ca_topic_score_gemma":0.2138856,"domain_scores_codex":[0.8293487,0.07801643,0.03481813,0.007061274,0.03595448,0.01480094],"domain_scores_gemma":[0.5232657,0.2022574,0.01786573,0.01634153,0.208202,0.03206773],"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":[0.00003908368,0.0006004559,0.003706905,0.001343698,0.000025879,0.0009878558,0.008273629,0.001787217,0.0005038252,0.06663642,0.8055387,0.1105564],"study_design_scores_gemma":[0.0003129512,0.00019005,0.009396232,0.02200168,0.0001430725,0.001204854,0.01871406,0.00414018,0.0008244656,0.1261922,0.8162001,0.000680191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003977447,0.02290089,0.04902207,0.8353207,0.009787593,0.004746536,0.0006822901,0.002382903,0.07117955],"genre_scores_gemma":[0.07525696,0.03555782,0.5630243,0.260931,0.009723781,0.01304125,0.002234809,0.0009411763,0.03928892],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2023623,"threshold_uncertainty_score":0.9836293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1001714643496532,"score_gpt":0.440446271239061,"score_spread":0.3402748068894078,"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."}}