{"id":"W2770476633","doi":"10.4018/978-1-5225-3068-8.ch013","title":"Moving Toward a Diversity Plus Teacher Education","year":2017,"lang":"en","type":"book-chapter","venue":"Advances in higher education and professional development book series","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ell; Diversity (politics); Pedagogy; Linguistic diversity; Teacher education; Focus (optics); Cultural diversity; Mathematics education; Teacher preparation; English language; Sociology; Political science; Psychology; Teaching method; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002508075,0.000404156,0.0003960449,0.001325528,0.005074983,0.007708734,0.0009713096,0.002334986,0.007173114],"category_scores_gemma":[0.00195347,0.0003079086,0.0005413974,0.001041928,0.004948756,0.01007304,0.01277203,0.007281277,0.002275304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005951216,"about_ca_system_score_gemma":0.01320113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005896098,"about_ca_topic_score_gemma":0.01358684,"domain_scores_codex":[0.9983184,0.0005952428,0.00005518171,0.0002084849,0.0005403725,0.000282175],"domain_scores_gemma":[0.9984485,0.0004967807,0.0001007197,0.00009852841,0.0002143721,0.000641165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001502258,0.0001390165,0.001640633,0.0006118162,0.00001160715,0.0002880273,0.02241977,0.000517139,0.0008915605,0.587166,0.1031692,0.2831302],"study_design_scores_gemma":[0.000008681176,0.00003722558,0.001291104,0.000990681,0.000004809523,0.0003265621,0.00934287,0.0001462859,0.0002873925,0.06967912,0.9178745,0.00001078509],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02438999,0.06396736,0.01667714,0.2825138,0.005600012,0.0001028117,0.00008493217,0.0002700359,0.606394],"genre_scores_gemma":[0.4508316,0.09107471,0.04048084,0.06369974,0.003715689,0.0003570388,0.0002272026,0.0003824499,0.3492307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007708734,"threshold_uncertainty_score":0.04317927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07522741992703949,"score_gpt":0.4270650650183717,"score_spread":0.3518376450913322,"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."}}