{"id":"W2233058981","doi":"10.18733/c3cc7x","title":"Racializing immigrant professionals in an employment preparation ESL program","year":2009,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Immigration; Facilitator; Employability; English as a second language; Governmentality; Pedagogy; Sociology; Sociocultural evolution; Multiculturalism; English language; Dominance (genetics); Gender studies; Political science; Public relations; Psychology; Mathematics education; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003224955,0.00009180796,0.0001222893,0.00002716309,0.0003360928,0.000130436,0.00008881767,0.0001068919,0.0001932119],"category_scores_gemma":[0.0001099312,0.0000617045,0.00003276015,0.0001220182,0.0001511958,0.0003474936,0.0000119943,0.0001162517,0.0000129434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003441803,"about_ca_system_score_gemma":0.00007952718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009473289,"about_ca_topic_score_gemma":0.001138987,"domain_scores_codex":[0.9989451,0.0002185186,0.0002042412,0.0002039988,0.0001927231,0.0002354372],"domain_scores_gemma":[0.9996017,0.00002984984,0.00005141977,0.00006395266,0.00007065275,0.0001824924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006485479,0.0006546593,0.001767806,0.000007376561,0.000002351767,0.000002406339,0.6912209,0.000002607299,0.0005920327,0.02628227,0.0007951435,0.2786076],"study_design_scores_gemma":[0.0009096259,0.0008790626,0.2367623,0.0001386347,0.00002013243,0.00000426347,0.2394943,0.0002771298,0.0002989155,0.003719502,0.5168375,0.0006586896],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906029,0.0003670117,0.000001741056,0.004297227,0.0002368947,0.0004384583,0.000001000706,0.00008539365,0.003969443],"genre_scores_gemma":[0.9954405,0.0001160197,0.0002038974,0.001233187,0.0008039452,0.00004055524,0.00002572287,0.000002207712,0.002133999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5160424,"threshold_uncertainty_score":0.2584988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7338241005103202,"score_gpt":0.6656781718262148,"score_spread":0.0681459286841054,"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."}}