{"id":"W7115679705","doi":"10.3366/legal.2025.0103","title":"‘Justice’ and Access for Whom? A Critique of Online Men’s Behaviour Change Programs","year":2025,"lang":"en","type":"article","venue":"Legalities","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre de Santé et de Services Sociaux Cavendish","funders":"","keywords":"Panacea (medicine); Psychological intervention; Attendance; Domestic violence; Economic Justice; Intervention (counseling); Service (business); Qualitative research; Qualitative property","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06296867,0.0008862287,0.001090495,0.001938257,0.01036028,0.01632546,0.006275939,0.01099186,0.01304661],"category_scores_gemma":[0.09164736,0.0007523607,0.001371117,0.00212201,0.04702934,0.02350288,0.01953031,0.02836159,0.001925868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01244026,"about_ca_system_score_gemma":0.02299239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01380862,"about_ca_topic_score_gemma":0.01283846,"domain_scores_codex":[0.9240431,0.05923185,0.001665003,0.003460206,0.009011366,0.002588538],"domain_scores_gemma":[0.8586539,0.1261416,0.001806526,0.003849671,0.004957295,0.004590992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008491645,0.0003091066,0.001120532,0.001685717,0.00005686462,0.0002863183,0.1947396,0.0003413031,0.0001512078,0.5777869,0.05766993,0.1657676],"study_design_scores_gemma":[0.00009695154,0.0002896628,0.001873577,0.005252579,0.00005958378,0.0002970297,0.06939561,0.0009231593,0.0004164693,0.128744,0.7925833,0.00006807005],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01276771,0.01017844,0.01100133,0.8614638,0.003761831,0.0002327429,0.00007336025,0.0002037927,0.1003171],"genre_scores_gemma":[0.5575268,0.01520969,0.01626771,0.3558929,0.006444381,0.00235489,0.00009038054,0.0008573898,0.04535592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06296867,"threshold_uncertainty_score":0.3330141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1229074087043476,"score_gpt":0.4457549214800853,"score_spread":0.3228475127757376,"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."}}