{"id":"W2738029650","doi":"","title":"Clearing Space for Multiple Voices: HIV Vulnerability amongst South Asian Immigrant Women in Toronto","year":2017,"lang":"en","type":"article","venue":"Journals @ The Mount (Mount Saint Vincent University)","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Gender studies; Sociology; Vulnerability (computing); Immigration; Political science; Human immunodeficiency virus (HIV); Ethnology; Humanities; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01982088,0.0002367023,0.0004435007,0.0001591486,0.004727722,0.0006904723,0.001678132,0.0002114908,0.0002081605],"category_scores_gemma":[0.005398564,0.0001908085,0.0002610261,0.000217603,0.001272783,0.001217341,0.0003853972,0.0008068569,0.00001642636],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04557777,"about_ca_system_score_gemma":0.000523849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2211175,"about_ca_topic_score_gemma":0.2059011,"domain_scores_codex":[0.9943148,0.002704036,0.0003732686,0.000461901,0.0009052648,0.001240724],"domain_scores_gemma":[0.9962478,0.001589701,0.0005609397,0.0006872425,0.000422978,0.0004913602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008472452,0.0002931187,0.05064257,0.00009763674,0.0001549306,0.00006660407,0.2150632,0.0001855799,0.0006474024,0.7245988,0.0000797653,0.00732314],"study_design_scores_gemma":[0.001519875,0.0001132241,0.07888896,0.0001967481,0.00002580088,8.90469e-7,0.4241672,0.001011124,0.00005136281,0.007531844,0.4861255,0.000367502],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615571,0.0001834152,0.006291618,0.02411006,0.0003763663,0.001095217,0.00007713932,0.0000479728,0.006261112],"genre_scores_gemma":[0.9959408,0.0006466743,0.001273559,0.00009166101,0.0003095435,0.000008669575,0.000001883912,0.00001999118,0.001707231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7170669,"threshold_uncertainty_score":0.996568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09676091481510692,"score_gpt":0.4158374152917425,"score_spread":0.3190765004766355,"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."}}