{"id":"W4241164688","doi":"10.20431/2349-0381.0809015","title":"Developing as Culturally Responsive Mathematics Teacher Educators: Reviewing and Framing Perspectives in the Research","year":2021,"lang":"en","type":"article","venue":"International Journal of Humanities Social Sciences and Education","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Framing (construction); Mathematics education; Pedagogy; Sociology; Psychology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.005114109,0.00005405375,0.00009808208,0.0002150138,0.001027774,0.0006844514,0.0003367956,0.00003703768,0.00007997243],"category_scores_gemma":[0.002341027,0.0000400924,0.00003045341,0.0002180264,0.000569852,0.0004082563,0.00004697054,0.0002384464,0.000001139694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002372998,"about_ca_system_score_gemma":0.001764209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004904837,"about_ca_topic_score_gemma":0.0003129215,"domain_scores_codex":[0.9983113,0.0005290961,0.0002555957,0.00009941591,0.0006764989,0.0001281201],"domain_scores_gemma":[0.9983043,0.0004846772,0.0001893554,0.00003493493,0.0009645317,0.0000222227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001045051,0.00006524016,0.0002513141,0.000008360602,0.000005267432,0.000001000531,0.407918,3.115393e-8,0.00001282469,0.5869805,0.0009135013,0.00384295],"study_design_scores_gemma":[0.00002772731,0.00001423035,0.001219438,0.0001811582,0.000003857993,0.0000358476,0.7200143,0.00000144488,0.00001233998,0.2513401,0.02710473,0.00004479401],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8988711,0.003847069,0.0001796687,0.04457896,0.0005565126,0.0001398859,4.471844e-7,0.000008513362,0.05181783],"genre_scores_gemma":[0.9886451,0.002410688,0.006697904,0.0005189928,0.0009189298,0.000009109561,6.453752e-7,0.000003435994,0.0007951625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3356404,"threshold_uncertainty_score":0.790491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.275377452047879,"score_gpt":0.5205716687606163,"score_spread":0.2451942167127373,"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."}}