{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001388963,0.0001239044,0.0002327737,0.0001712299,0.0007655685,0.0002148277,0.0002090345,0.0001137719,0.00001751096],"category_scores_gemma":[0.004409501,0.0001149775,0.00004008964,0.000596615,0.0001318773,0.0006392595,0.00006234532,0.0001118915,0.000004413203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007059481,"about_ca_system_score_gemma":0.0005608885,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1908643,"about_ca_topic_score_gemma":0.03701307,"domain_scores_codex":[0.9985256,0.0001261009,0.000479692,0.0003393877,0.0002030437,0.0003262307],"domain_scores_gemma":[0.9982635,0.0009112046,0.0002570381,0.0001028278,0.0003969864,0.00006838507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000113615,0.0001501084,0.03909481,0.0002210879,0.00004828755,0.00001001321,0.003602669,0.00002695752,0.0009379874,0.1759796,0.03615469,0.7436602],"study_design_scores_gemma":[0.001288482,0.0001615667,0.01482492,0.005142093,0.00009881631,0.000002337645,0.1002273,0.001187801,0.0002937453,0.1023047,0.7737082,0.000760104],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7726002,0.01313767,0.007631966,0.06252724,0.002931711,0.002290086,0.00006236156,0.0003331071,0.1384857],"genre_scores_gemma":[0.9864272,0.007416732,0.001742497,0.003135566,0.0004419816,0.0001160306,0.000004099241,0.000007492415,0.0007083516],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7429001,"threshold_uncertainty_score":0.9805589,"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."}}