{"id":"W3164343738","doi":"10.32674/jis.v11i3.3745","title":"Diversity and Inclusion in Global Higher Education","year":2021,"lang":"en","type":"article","venue":"Journal of International Students","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Japan International Cooperation Agency; Canada Excellence Research Chairs, Government of Canada; Yale-NUS College; Yale University","keywords":"Inclusion (mineral); Transformative learning; Diversity (politics); Higher education; Internationalization; Cultural diversity; Sociology; Multicultural education; Pedagogy; Cultural pluralism; Political science; Social science; Multiculturalism; Anthropology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003748875,0.0000324385,0.00006048457,0.00003695027,0.0007936215,0.00003416433,0.0002710528,0.00002671068,0.0002820121],"category_scores_gemma":[0.00007268717,0.00003175768,0.00002176856,0.0001276208,0.00002097456,0.0002332844,0.00345164,0.00005521812,0.000002913528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005469462,"about_ca_system_score_gemma":0.0003800169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005458994,"about_ca_topic_score_gemma":0.0004170472,"domain_scores_codex":[0.9987336,0.00004744469,0.0001645518,0.00005922568,0.0009357678,0.00005934666],"domain_scores_gemma":[0.9994158,0.00001896803,0.0001377795,0.00002334309,0.0003484271,0.00005566318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000104437,0.0002477599,0.9752021,9.527497e-7,0.00001697359,0.0000119543,0.01341122,0.000001346236,0.000007169723,0.005658111,0.001744709,0.003687247],"study_design_scores_gemma":[0.0002354352,0.000004947567,0.8653651,0.00003510005,0.00000273275,0.000003867479,0.000742593,1.046542e-7,0.000007977667,0.006177094,0.1273961,0.00002885914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755672,0.0004267801,0.00001001262,0.007582002,0.002479709,0.00002234707,9.006483e-7,0.000001620772,0.01390943],"genre_scores_gemma":[0.9938199,0.0005922224,0.0002850725,0.0009903971,0.0002790435,5.217833e-7,7.472207e-7,0.000001006812,0.004031113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1256514,"threshold_uncertainty_score":0.6103975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01617582452308505,"score_gpt":0.3769373806097512,"score_spread":0.3607615560866662,"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."}}