{"id":"W7132983788","doi":"","title":"A critical feminist analysis of the marginalization of immigrant women engineers: subtle semantics, redundant assessments and conflicting jurisdictions","year":2003,"lang":"","type":"dissertation","venue":"TSpace","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Race (biology); Racism; Contradiction; Intersectionality; Immigration policy","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":[],"consensus_categories":[],"category_scores_codex":[0.0009187309,0.0002416115,0.0006421229,0.000390712,0.000651521,0.00009952664,0.0002564668,0.0002516953,0.0003835482],"category_scores_gemma":[0.0004779987,0.000230734,0.0002545514,0.002204291,0.000488355,0.0001178135,0.00006882216,0.0002105244,0.000001286227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002062624,"about_ca_system_score_gemma":0.0004964214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00385317,"about_ca_topic_score_gemma":0.001284424,"domain_scores_codex":[0.9976697,0.0002418893,0.000516184,0.0003672078,0.0008479531,0.0003570985],"domain_scores_gemma":[0.9981538,0.0003067145,0.0005328264,0.0002435432,0.0006223159,0.0001408019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009739605,0.0002704354,0.1450645,0.0005367298,0.002380179,0.000002878909,0.8389589,0.0001204075,0.001133179,0.01113405,0.0001631094,0.000138243],"study_design_scores_gemma":[0.0004625047,0.00008780732,0.1536745,0.0003269305,0.005414998,9.077227e-7,0.8330396,0.002014105,0.001405455,0.00008417173,0.003032547,0.0004565159],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862537,0.0002095492,0.000524244,0.0002246142,0.0007322835,0.0003192413,0.00006529664,0.00001331318,0.01165774],"genre_scores_gemma":[0.9906757,0.0003409566,0.0002283052,0.00002160409,0.00002162936,0.000006917492,0.00009551948,0.00001223804,0.008597093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01104988,"threshold_uncertainty_score":0.9409058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02019254138616063,"score_gpt":0.3700885745002452,"score_spread":0.3498960331140846,"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."}}