{"id":"W4415586627","doi":"10.21083/crrf.v29i1.7749","title":"Coping with and Responding to Challenges:A Comparative Case StudyBetween Service Providers Supporting Those Experiencing Intimate Partner Violence","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Service provider; Domestic violence; Comparative case; Coping (psychology); Sustainability; Service (business); Poison control; Service delivery framework","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001585593,0.0003549034,0.0004852357,0.0007393822,0.002503154,0.00077223,0.0004701658,0.0001540168,0.00002665339],"category_scores_gemma":[0.0005343379,0.0003043238,0.00005809664,0.003457722,0.0003993711,0.001618587,0.0001954348,0.0002143976,0.000007978999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008985795,"about_ca_system_score_gemma":0.0009737043,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04928109,"about_ca_topic_score_gemma":0.07387195,"domain_scores_codex":[0.9972932,0.0001105155,0.0008008911,0.0005834295,0.0005178518,0.0006941328],"domain_scores_gemma":[0.9969617,0.0001080074,0.0007288472,0.0001732872,0.001669272,0.0003588503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002272345,0.00006775765,0.05198325,0.003151506,0.0002598061,0.000009250543,0.5072626,0.0004803613,0.001540997,0.4128313,0.0005886197,0.02159727],"study_design_scores_gemma":[0.001522517,0.0004902139,0.02473568,0.02770785,0.0007989247,0.0001097724,0.9082464,0.01075731,0.00632403,0.003709274,0.01365946,0.001938555],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650971,0.0005883605,0.0002355178,0.004500851,0.0003612882,0.002977163,0.00001297089,0.00004868109,0.02617803],"genre_scores_gemma":[0.9978872,0.0004028566,0.00033063,0.0009322248,0.00006051554,0.000117971,0.000006693511,0.00002143034,0.000240505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.409122,"threshold_uncertainty_score":0.9999409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05139080289330832,"score_gpt":0.3615437938849737,"score_spread":0.3101529909916654,"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."}}