{"id":"W4416414537","doi":"10.21428/cb6ab371.05728fa7","title":"Understanding Participant (Dis)Engagement From Domestic Violence Perpetrator Group Programs: A Review and Qualitative Synthesis","year":2025,"lang":"en","type":"article","venue":"CrimRxiv","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Domestic violence; Poison control; Narrative; Human factors and ergonomics; Systematic review; Suicide prevention; Proxy (statistics); Qualitative research","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":[0.07319716,0.001373218,0.005573608,0.0159983,0.001673451,0.005476131,0.00280232,0.002410111,0.00495293],"category_scores_gemma":[0.166539,0.001358056,0.006160747,0.01790716,0.002217508,0.006171398,0.005044945,0.002212189,0.0004439976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009793499,"about_ca_system_score_gemma":0.02954301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009770179,"about_ca_topic_score_gemma":0.02015631,"domain_scores_codex":[0.9470026,0.02913697,0.01454002,0.002206453,0.00594508,0.001168903],"domain_scores_gemma":[0.8628995,0.1145214,0.008674076,0.002298073,0.01100802,0.0005988595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002097967,0.00003853223,0.001491255,0.8944724,0.002507383,0.0002644253,0.0213101,0.0002610811,0.0004872518,0.002833362,0.002341686,0.07378286],"study_design_scores_gemma":[0.00008844842,0.0002000235,0.002570221,0.9250675,0.009212008,0.0003354072,0.01988863,0.0001208435,0.000609463,0.001977172,0.03986374,0.00006644569],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01673411,0.9481735,0.008384664,0.005373015,0.0006148691,0.01080754,0.005602116,0.00006120466,0.004249068],"genre_scores_gemma":[0.1276786,0.809549,0.02052096,0.004124012,0.0001633469,0.03496065,0.001790119,0.00007330563,0.001140002],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07319716,"threshold_uncertainty_score":0.3871082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3124746729840897,"score_gpt":0.4496266546785073,"score_spread":0.1371519816944176,"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."}}