{"id":"W4221163208","doi":"","title":"Stem Education in a Globalized World: International Perspectives on Critical Teachers Education for Diversity","year":2022,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Diversity (politics); Globalization; Engineering ethics; Cultural diversity; International education; Mathematics education; Political science; Sociology; Pedagogy; Higher education; Psychology; Engineering; Anthropology","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":[0.005185677,0.0006051349,0.0005140635,0.00236491,0.006442618,0.01503222,0.0006717261,0.004568949,0.01439733],"category_scores_gemma":[0.003743553,0.0001398117,0.0003329212,0.003768393,0.01876293,0.009076469,0.007933328,0.006145791,0.0004005674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005519268,"about_ca_system_score_gemma":0.008507899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006160464,"about_ca_topic_score_gemma":0.008490717,"domain_scores_codex":[0.9980895,0.000789842,0.00005715093,0.0001602731,0.0002710197,0.0006322073],"domain_scores_gemma":[0.9949464,0.002939129,0.000272618,0.000154789,0.0005136206,0.001173476],"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":[0.00005707479,0.00007738813,0.001336317,0.0003749492,0.000009429027,0.0004454378,0.06281414,0.0001306247,0.0005107311,0.8573116,0.02488871,0.05204359],"study_design_scores_gemma":[0.00002806552,0.00007936279,0.00649725,0.001907389,0.00001686216,0.0004028858,0.1663845,0.0001184111,0.0003250336,0.1830188,0.6411912,0.00003028541],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04901433,0.1116589,0.001396176,0.4366786,0.004071483,0.00004578242,0.00009680821,0.00002986768,0.3970081],"genre_scores_gemma":[0.8459036,0.078393,0.001109413,0.03392286,0.004149998,0.00008548493,0.00009514749,0.0000539301,0.03628663],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01503222,"threshold_uncertainty_score":0.04816383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02118143035180644,"score_gpt":0.329797803602657,"score_spread":0.3086163732508506,"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."}}