{"id":"W2619768313","doi":"","title":"The Intersectional Oppressions of South Asian Immigrant Women and Vulnerability in Relation to Domestic Violence: A Case Study","year":2017,"lang":"en","type":"article","venue":"SOURCE Sheridan's Institutional Repository (Sheridan College)","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vulnerability (computing); Immigration; South asia; Relation (database); Intersectionality; Domestic violence; Geography; Gender studies; Poison control; Sociology; Human factors and ergonomics; Computer security; Medicine; Environmental health; Ethnology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001613661,0.0001922236,0.0002544567,0.0001188788,0.006124235,0.0002808131,0.0004213218,0.0001301094,0.00001925808],"category_scores_gemma":[0.00114247,0.0001592122,0.00007360543,0.0002906809,0.00126962,0.0003589056,0.0001695758,0.0003300909,0.000002657615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000561761,"about_ca_system_score_gemma":0.0008035941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006037715,"about_ca_topic_score_gemma":0.02503614,"domain_scores_codex":[0.9974895,0.0005357931,0.0005690508,0.0004401381,0.0006202568,0.0003453338],"domain_scores_gemma":[0.9984115,0.0002273962,0.0003096213,0.0005324467,0.0002440866,0.000274946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001010797,0.001065424,0.4648905,0.00006091232,0.0001706175,0.00160035,0.4792413,0.008615369,0.0009746433,0.03503572,0.0001253661,0.007208929],"study_design_scores_gemma":[0.001918441,0.0004244359,0.4638956,0.0002781785,0.00004050941,0.0005406571,0.5176585,0.004721159,0.00002977984,0.001209261,0.008732838,0.0005505904],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992457,0.00003719555,0.0003670906,0.0004698317,0.0007635223,0.0009439496,0.0000292369,0.00005054635,0.004881637],"genre_scores_gemma":[0.9979862,0.000009133779,0.0001325948,0.00003268806,0.0001727466,0.0002012348,0.000001524537,0.00001153427,0.001452368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03841716,"threshold_uncertainty_score":0.9951696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01212355303689791,"score_gpt":0.2940059383641191,"score_spread":0.2818823853272212,"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."}}