{"id":"W300725615","doi":"10.5206/cie-eci.v36i1.9087","title":"Shifting from Ideal to Critical Multiculturalism in Canadian Teacher Education Programs: Examining the Challenges","year":2007,"lang":"en","type":"article","venue":"Comparative and International Education","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Windsor","funders":"","keywords":"Stress (linguistics); Pronunciation; Pedagogy; Multiculturalism; Sociology; Cultural diversity; Psychology; Linguistics","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":[0.0006892844,0.00008678293,0.00008206776,0.0001479116,0.0002870888,0.0001512874,0.0001873138,0.00005884935,0.0001528898],"category_scores_gemma":[0.001012988,0.00007325713,0.0000154025,0.0001652529,0.0001185582,0.000230691,0.00001688326,0.0001447344,0.00003816301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003817404,"about_ca_system_score_gemma":0.001287579,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5047254,"about_ca_topic_score_gemma":0.6944937,"domain_scores_codex":[0.9990518,0.0001316846,0.0002072026,0.0002040312,0.0001628322,0.0002424643],"domain_scores_gemma":[0.9989938,0.0002473157,0.00004945875,0.00007814153,0.0003484037,0.0002829526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001116138,0.0002664549,0.03194768,0.000003120223,0.000008989294,1.542554e-7,0.5993807,0.000001969147,0.00004607555,0.1120377,0.002567832,0.2537282],"study_design_scores_gemma":[0.00006357702,0.00001296457,0.4052843,0.00006970108,0.000004170263,6.621312e-7,0.2626912,0.00009364152,0.00002503476,0.001328024,0.3303096,0.0001171422],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8849919,0.001247044,0.00001120932,0.02656032,0.001820535,0.0002856038,0.000002193051,0.0000148516,0.08506631],"genre_scores_gemma":[0.9938308,0.00006188591,0.0006406234,0.001517518,0.001383839,0.00006791989,0.00004007724,0.000004567066,0.002452784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3733366,"threshold_uncertainty_score":0.4985727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2995962690114466,"score_gpt":0.5478571380162348,"score_spread":0.2482608690047882,"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."}}