{"id":"W4415221596","doi":"10.1111/1745-9125.70011","title":"Promises of change: Envisioning new lives in partner abuse intervention programs","year":2025,"lang":"en","type":"article","venue":"Criminology","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; Government of Canada; Northwestern University; Princeton University","keywords":"Narrative; Intervention (counseling); Psychological intervention; Domestic violence; Ethnography; Dependency (UML)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0264237,0.0007589611,0.0005139567,0.001967335,0.0177528,0.01507957,0.002718494,0.003082612,0.004412252],"category_scores_gemma":[0.02556648,0.0007515989,0.0006087277,0.0009643758,0.03464942,0.01345097,0.01769049,0.007111644,0.0003371618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007039049,"about_ca_system_score_gemma":0.009228604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002654472,"about_ca_topic_score_gemma":0.004683203,"domain_scores_codex":[0.9509445,0.04417354,0.0004029759,0.0008313556,0.001291355,0.002356234],"domain_scores_gemma":[0.982478,0.01072992,0.001435539,0.0008928844,0.0008084082,0.0036553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004546981,0.000269644,0.003077076,0.0001008873,0.0000105234,0.000469478,0.9293269,0.000286559,0.0003473533,0.04898287,0.001304567,0.01577866],"study_design_scores_gemma":[0.00001892991,0.0001698878,0.001378033,0.0002506821,0.000009806912,0.0002380509,0.94557,0.0005464447,0.000402963,0.01651571,0.03487127,0.00002821796],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8361181,0.002204743,0.01839248,0.04591998,0.0004157712,0.0005836387,0.00004534498,0.0001651929,0.09615476],"genre_scores_gemma":[0.9956131,0.0005357186,0.001616,0.0004819256,0.00002654498,0.0001656881,0.00001143331,0.0000183539,0.001531158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0264237,"threshold_uncertainty_score":0.1397436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2061911904429121,"score_gpt":0.4122288012701814,"score_spread":0.2060376108272693,"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."}}