{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001508365,0.00004978731,0.00007312644,0.0001568746,0.0006794832,0.00008672146,0.0003352117,0.00002946733,0.00003532733],"category_scores_gemma":[0.001601717,0.00003268732,0.00002575146,0.001479023,0.0007230897,0.0001865909,0.00002322337,0.0000731589,0.00005536671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005823699,"about_ca_system_score_gemma":0.0009338996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007366715,"about_ca_topic_score_gemma":0.002895675,"domain_scores_codex":[0.9989388,0.0002286897,0.0001880781,0.0001258664,0.0003336659,0.0001849067],"domain_scores_gemma":[0.9990497,0.0005991835,0.0001114096,0.00009295429,0.0001097554,0.00003697651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000010337,0.00007558497,0.01449834,0.000002793475,0.000002722613,3.500806e-8,0.8948311,0.000002506125,0.0001251202,0.07596283,0.00156214,0.01293585],"study_design_scores_gemma":[0.00002243668,0.000006156176,0.03109943,0.00002652136,0.00000162471,8.639665e-8,0.8980978,0.00002143459,0.00008002875,0.01898817,0.05161189,0.00004438805],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.901286,0.001312158,0.000001147366,0.05599349,0.0005834572,0.0001932109,2.254952e-7,0.00004214913,0.04058814],"genre_scores_gemma":[0.9928311,0.0001662244,0.0002700342,0.00006642371,0.00009967932,0.00004312144,4.665124e-7,0.000002322925,0.006520646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09154507,"threshold_uncertainty_score":0.5226104,"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."}}