{"id":"W2167305825","doi":"","title":"LINGUISTIC AND CULTURAL ADAPTATION OF INTERNATIONALLY EDUCATED TEACHER CANDIDATES","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedagogy; Adaptation (eye); Metropolitan area; Qualitative research; Teacher education; Sociology; Psychology; Cultural competence; Mathematics education; Social science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0002126776,0.00006603958,0.00008662819,0.0001993221,0.0002177859,0.000113272,0.00009221002,0.00006092427,0.0004246357],"category_scores_gemma":[0.003253902,0.00005954946,0.00002669545,0.0001462084,0.0003164865,0.0001908528,0.000002609499,0.0001306494,0.000003087493],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006993511,"about_ca_system_score_gemma":0.008003994,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05857555,"about_ca_topic_score_gemma":0.2392729,"domain_scores_codex":[0.9993727,0.00004667306,0.000261085,0.0000707736,0.0001331448,0.0001156789],"domain_scores_gemma":[0.9982189,0.00009810997,0.0002247041,0.00003790355,0.00091252,0.0005078592],"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":[0.00002125789,0.00009597102,0.0363819,0.0000169143,0.00004164354,0.000001251991,0.1428238,0.000003102833,0.0005851274,0.8107076,0.005495785,0.00382565],"study_design_scores_gemma":[0.000432921,0.0001056333,0.3700578,0.00005415832,0.00004334341,0.0001652013,0.0230481,0.00005322253,0.00009572344,0.006679107,0.5990523,0.0002124349],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431885,0.0001871552,0.000001326728,0.04276173,0.0009084761,0.00006865861,0.00002008121,0.000001730893,0.01286233],"genre_scores_gemma":[0.9949942,0.00005389428,0.0005669041,0.0002958539,0.001042357,0.000002091991,0.00002992967,0.000003230317,0.003011529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8040285,"threshold_uncertainty_score":0.9976197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02454872274632812,"score_gpt":0.3688541113466026,"score_spread":0.3443053886002744,"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."}}