{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04578155,0.001044295,0.001840155,0.01388716,0.007124925,0.01579089,0.002603672,0.004773009,0.0008697225],"category_scores_gemma":[0.07682083,0.0007339434,0.000888656,0.01446056,0.01897654,0.01682938,0.00513885,0.007445126,0.0002927266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01054611,"about_ca_system_score_gemma":0.02544237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008395727,"about_ca_topic_score_gemma":0.01846275,"domain_scores_codex":[0.95135,0.03704756,0.003963446,0.001838919,0.004704159,0.001095927],"domain_scores_gemma":[0.8494425,0.1329575,0.004203245,0.001954729,0.01035441,0.001087529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004312811,0.00005710643,0.002210509,0.02437128,0.0001023858,0.001266564,0.7088134,0.0002976291,0.00127592,0.1320031,0.01353065,0.1160284],"study_design_scores_gemma":[0.000007456272,0.00005443097,0.001912069,0.08835022,0.0001618643,0.0007402175,0.5215049,0.0001871433,0.0009264078,0.01530106,0.3708118,0.00004240241],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0228675,0.890325,0.007169876,0.05984892,0.00492862,0.0001821444,0.00007392315,0.00002925398,0.01457484],"genre_scores_gemma":[0.1812897,0.7860584,0.01104971,0.01657798,0.002276062,0.000548238,0.00009336418,0.00007976696,0.002026754],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04578155,"threshold_uncertainty_score":0.2421188,"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."}}