{"id":"W4407740338","doi":"10.55016/ojs/tsw.v2i2.77762","title":"Sex is a taboo but sexual violence is common: An exploratory study of sexual violence among domestic violence shelter residents in Pakistan","year":2025,"lang":"en","type":"article","venue":"Transformative Social Work","topic":"Intimate Partner and Family Violence","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Taboo; Sexual violence; Domestic violence; Exploratory research; Medical emergency; Medicine; Psychology; Poison control; Criminology; Suicide prevention; Political science; Sociology; Social science","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":[0.001821114,0.0004836018,0.0008608388,0.0003298725,0.001440174,0.0001532621,0.001171789,0.000333625,0.0001561546],"category_scores_gemma":[0.00003985597,0.0005087196,0.00009708436,0.002445875,0.001477137,0.001325352,0.0001183981,0.0007514204,0.0000487117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003297307,"about_ca_system_score_gemma":0.0004089069,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009391773,"about_ca_topic_score_gemma":0.005370928,"domain_scores_codex":[0.9946318,0.001309926,0.00118776,0.0007461956,0.001143846,0.0009804574],"domain_scores_gemma":[0.9985021,0.0003029856,0.0002353205,0.0004436706,0.0003059379,0.0002099904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004225727,0.001238371,0.2638445,0.0002143225,0.0001059505,0.00003565819,0.6856931,0.0000326455,0.0002075458,0.00191445,0.000217989,0.04607289],"study_design_scores_gemma":[0.001435586,0.0004428834,0.3708666,0.001403289,0.00009325012,2.770715e-7,0.6198284,0.0000841418,0.0007412849,0.004486639,0.00002759887,0.0005900707],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924887,0.0002671637,0.0005642785,0.00009063802,0.0003231863,0.001463717,0.0001086834,0.0001269151,0.004566662],"genre_scores_gemma":[0.9985938,0.000323598,0.00003912716,0.0005623419,0.000104643,0.0002147497,0.000009995435,0.00002812856,0.0001236122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1070221,"threshold_uncertainty_score":0.9998598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0287827995392095,"score_gpt":0.3729797429652434,"score_spread":0.3441969434260339,"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."}}