{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003498184,0.000293464,0.0002866087,0.0002395022,0.001722168,0.0001055813,0.0003525872,0.0002795032,0.0046358],"category_scores_gemma":[0.00007864814,0.0002970553,0.00004472138,0.00003035508,0.0003820743,0.001474237,0.0002596816,0.0003931306,0.00008208508],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005848312,"about_ca_system_score_gemma":0.009984486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00046265,"about_ca_topic_score_gemma":0.00111602,"domain_scores_codex":[0.998416,0.00007965268,0.0003693668,0.0004302328,0.0004345817,0.0002701676],"domain_scores_gemma":[0.9988645,0.00007492784,0.0004088477,0.0002219176,0.0002194784,0.0002103406],"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":[0.00006262219,0.0001914771,0.005450165,0.0002177101,0.00001718398,9.821637e-7,0.07473464,4.625745e-7,5.245199e-7,0.5974376,0.009928967,0.3119576],"study_design_scores_gemma":[0.0001297865,0.000005865766,0.01272647,0.0006823441,0.00001072826,0.000001252715,0.002698233,1.456838e-7,0.000002353677,0.01670692,0.9666696,0.0003663355],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006175917,0.02161522,7.715034e-7,0.006616202,0.01068311,0.0004980539,0.000004786229,0.00005300037,0.9599113],"genre_scores_gemma":[0.008123026,0.01197169,0.000907979,0.001734338,0.0009996538,0.0001087146,0.0001026509,0.00002550985,0.9760264],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9567406,"threshold_uncertainty_score":0.9999481,"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."}}