{"id":"W4416366102","doi":"10.1016/j.ijer.2025.102872","title":"From regional alliances to global aspirations: University perspectives from East and Southeast Asia","year":2025,"lang":"en","type":"article","venue":"International Journal of Educational Research","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Munk School of Global Affairs and Public Policy","keywords":"Internationalization; Legitimacy; Higher education; Internationalization of Higher Education; Identity (music); International education; Phenomenon","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00381604,0.0003018855,0.0003037578,0.001289337,0.007028339,0.008575928,0.0005688166,0.001197484,0.0029374],"category_scores_gemma":[0.001936535,0.0002135721,0.0003284462,0.00151112,0.006354603,0.006199676,0.006396362,0.002175489,0.0002341711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003811842,"about_ca_system_score_gemma":0.003740456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01313238,"about_ca_topic_score_gemma":0.02590442,"domain_scores_codex":[0.9985941,0.0008210983,0.00005090804,0.0000827131,0.00007744661,0.0003736774],"domain_scores_gemma":[0.9980129,0.0008496345,0.0003030486,0.0000820866,0.0002195424,0.0005328323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003294054,0.00004543727,0.0224846,0.0001195263,0.00001626925,0.001606809,0.8998463,0.0002251628,0.0006219635,0.06167789,0.001042672,0.01228037],"study_design_scores_gemma":[0.00000278785,0.00002511837,0.0100378,0.0001385592,0.00001428571,0.0002383297,0.9653656,0.000202756,0.0002306873,0.004307587,0.01942586,0.00001067398],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9411504,0.002127194,0.0007998967,0.005259048,0.00005157806,0.00001027269,0.00001318026,0.000008312051,0.05058016],"genre_scores_gemma":[0.9976235,0.0007296165,0.0001112661,0.0002607311,0.000008166374,0.000004084089,0.000004732433,0.000003633739,0.001254368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01313238,"threshold_uncertainty_score":0.02765691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1103199504233831,"score_gpt":0.4547672490618037,"score_spread":0.3444472986384206,"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."}}