{"id":"W4387603315","doi":"10.3390/educsci13101028","title":"The Role of Insights in Becoming a Culturally Responsive Mathematics Teacher","year":2023,"lang":"en","type":"article","venue":"Education Sciences","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Categorization; Mathematics education; Ideology; Resistance (ecology); Point (geometry); Teacher education; Pedagogy; Psychology; Computer science; Mathematics; Political science; Geometry","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":[0.01965453,0.0005596344,0.0004498329,0.001873633,0.008030373,0.01271227,0.001509983,0.002044888,0.00253488],"category_scores_gemma":[0.04956708,0.0006317779,0.0005319052,0.0009376313,0.02892868,0.01258985,0.01502272,0.006015299,0.0003237175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00341302,"about_ca_system_score_gemma":0.00714144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003064238,"about_ca_topic_score_gemma":0.005594823,"domain_scores_codex":[0.9675927,0.02511419,0.0005856682,0.001437989,0.003289258,0.001980299],"domain_scores_gemma":[0.9539505,0.03328023,0.00373273,0.00251914,0.002462719,0.004054629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000202352,0.00003546284,0.003053368,0.00006750917,0.000005990665,0.000628436,0.97045,0.00007233061,0.0008967682,0.01439042,0.0002393474,0.0101402],"study_design_scores_gemma":[0.000007675153,0.00007474324,0.002607403,0.0002160619,0.00001130302,0.0008503743,0.9528607,0.0002709429,0.0007550225,0.01560849,0.02669741,0.00003984542],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8759345,0.001266861,0.03609749,0.01629834,0.0002980286,0.0001582735,0.00003483202,0.0001364383,0.06977536],"genre_scores_gemma":[0.9933854,0.0003405306,0.00368833,0.0005281326,0.00002301715,0.00004392015,0.000008338916,0.00004055725,0.001941848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01965453,"threshold_uncertainty_score":0.1039443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1747793574445279,"score_gpt":0.4468997575441864,"score_spread":0.2721204000996585,"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."}}