{"id":"W2112326378","doi":"","title":"Diverse Teachers for Diverse Students: Internationally Educated and Canadian-Born Teachers' Preparedness to Teach English Language Learners.","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Ell; Preparedness; Empathy; Diversity (politics); Psychology; English language; Teacher preparation; Pedagogy; Mathematics education; Teacher education; Medical education; Teaching method; Sociology; Medicine; Vocabulary development; Political science; Social psychology","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":[0.002313895,0.0001846422,0.0002122822,0.001157492,0.0006538182,0.0002543023,0.000563943,0.0001693247,0.0004039004],"category_scores_gemma":[0.008141605,0.0002246161,0.00008868803,0.0004628061,0.0001315854,0.0006448633,0.00001217711,0.0002821752,0.00001678299],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008943814,"about_ca_system_score_gemma":0.02823313,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8531388,"about_ca_topic_score_gemma":0.9888658,"domain_scores_codex":[0.9979873,0.0002632091,0.0004116245,0.0002353204,0.0001571463,0.0009454584],"domain_scores_gemma":[0.9931071,0.0001591957,0.0003085616,0.0002199484,0.001332927,0.004872285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007008553,0.00008250382,0.04356949,0.00001586155,0.00004252346,0.000001081657,0.9023138,0.00001049053,0.00003096046,0.002757982,0.0326894,0.01847886],"study_design_scores_gemma":[0.0001641226,0.00003045854,0.03445334,0.0000586483,0.00005233617,0.00001305748,0.5955147,0.000001907575,0.000006798501,0.00004169264,0.3694917,0.0001713217],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791522,0.0003135412,0.00002021565,0.006986136,0.008834656,0.0005564462,0.00008087421,0.00001347567,0.004042431],"genre_scores_gemma":[0.9808842,0.0000192261,0.0006496884,0.002500707,0.003455617,0.00006498716,0.0001011683,0.00003023454,0.01229416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3368023,"threshold_uncertainty_score":0.9948606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05629185115855991,"score_gpt":0.3995748639219235,"score_spread":0.3432830127633636,"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."}}