{"id":"W7132952817","doi":"","title":"Preparing diverse teachers for diverse students: perceptions of linguistic identity, experiences and teaching responsibilities in a Canadian teacher education program","year":2007,"lang":"","type":"dissertation","venue":"TSpace","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bachelor; Teacher education; Empathy; Curriculum; Perception; Sociocultural evolution; Population; Professional development; Residence; Language education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002420297,0.0003197857,0.0003353658,0.00097603,0.02229977,0.003265677,0.001432972,0.0006067407,0.002121971],"category_scores_gemma":[0.004366101,0.0004158266,0.0002756991,0.001418504,0.00371233,0.001072933,0.003678958,0.0022991,0.0002034173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02749424,"about_ca_system_score_gemma":0.04821246,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9482593,"about_ca_topic_score_gemma":0.9825717,"domain_scores_codex":[0.9972163,0.0004711021,0.00006317339,0.0001980612,0.0007522227,0.001299096],"domain_scores_gemma":[0.9940146,0.0004972955,0.0004730609,0.00006792191,0.001107926,0.003839213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009241062,0.0002597297,0.107369,0.00007373543,0.000008119004,0.0008944944,0.8695867,0.0000650899,0.001584167,0.0006088159,0.002440019,0.01701764],"study_design_scores_gemma":[0.000004932467,0.00009745207,0.1034869,0.00005987387,0.000005964928,0.0001408086,0.887981,0.0001035432,0.0001673005,0.00003922709,0.007888633,0.00002441398],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969872,0.00008129856,0.00004498347,0.0005860982,0.00001058683,0.00002382108,0.00002855955,0.000003539935,0.00223394],"genre_scores_gemma":[0.9973321,0.0002226082,0.0001303568,0.0001939915,0.000003157187,0.00001696046,0.00004542464,0.000004741855,0.002050536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05174071,"threshold_uncertainty_score":0.1994857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05468741563073381,"score_gpt":0.5532541220403735,"score_spread":0.4985667064096397,"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."}}