{"id":"W4411400962","doi":"10.4018/979-8-3373-2955-0.ch001","title":"Professional Directives and Personal Capacities for Culturally Responsive Instructors","year":2025,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cultural humility; Humility; Pedagogy; Engineering ethics; Higher education; Cultural diversity; Diversification (marketing strategy); Cultural competence; Sociology; Psychology; Political science; Engineering; Business","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":[0.003832177,0.0002759842,0.0001622522,0.0005935503,0.0039497,0.006901289,0.0008017401,0.001596284,0.00470722],"category_scores_gemma":[0.006544329,0.0002492848,0.0002258341,0.0003797399,0.01542184,0.004059403,0.004293148,0.005196359,0.001401388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002705852,"about_ca_system_score_gemma":0.004923024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001430772,"about_ca_topic_score_gemma":0.002804852,"domain_scores_codex":[0.9965649,0.002108327,0.00008070458,0.0002388228,0.0007360668,0.0002712519],"domain_scores_gemma":[0.9965755,0.001567506,0.0002770837,0.0003275397,0.0004216605,0.0008306834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009673997,0.00008482294,0.0007084671,0.00007604509,0.000002438861,0.0002739752,0.2114619,0.0001844361,0.001041739,0.7258282,0.01582757,0.04450076],"study_design_scores_gemma":[0.00001541701,0.00006418194,0.001075601,0.0003851324,0.000004787983,0.0008406949,0.09127629,0.0005251055,0.0009031863,0.1141669,0.7907121,0.00003059755],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06265657,0.002212035,0.02496691,0.02319631,0.0007595276,0.0001413779,0.000023969,0.0002961085,0.8857472],"genre_scores_gemma":[0.7377971,0.002248234,0.01761717,0.004792254,0.0002097369,0.0001767538,0.0000498405,0.0001231695,0.2369858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006901289,"threshold_uncertainty_score":0.02026671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07137975639311041,"score_gpt":0.3640234240822855,"score_spread":0.2926436676891751,"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."}}