{"id":"W7127882794","doi":"10.5281/zenodo.18492555","title":"BEYOND BORDERS: CULTURAL EXCHANGE AS A CATALYST FOR CHANGE","year":2025,"lang":"en","type":"article","venue":"Open MIND","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Cultural exchange; Transformative learning; Cultural diversity; Social exchange theory; Global citizenship; Empathy; Citizenship","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":[0.01224148,0.0006131428,0.0006786618,0.002369019,0.009393464,0.01888896,0.0020365,0.005929756,0.01066906],"category_scores_gemma":[0.01821098,0.0003742613,0.000894527,0.001498088,0.04386268,0.02462553,0.02812775,0.00676175,0.0008632479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003898284,"about_ca_system_score_gemma":0.00680223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001541657,"about_ca_topic_score_gemma":0.001194953,"domain_scores_codex":[0.9892189,0.006536629,0.0002937164,0.001209907,0.001155182,0.001585569],"domain_scores_gemma":[0.9882419,0.005551713,0.001326252,0.001619832,0.0008151354,0.002445176],"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":[0.00006161844,0.0001058548,0.003679453,0.0002445657,0.00005873821,0.001364903,0.1389914,0.0005031254,0.001106455,0.8105759,0.004241901,0.03906612],"study_design_scores_gemma":[0.00003997119,0.0001297407,0.00261058,0.0006667997,0.00005235138,0.0006592239,0.1371015,0.0007047534,0.0007740269,0.6934097,0.1637924,0.00005885261],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2518896,0.01008433,0.06303582,0.1245849,0.002762927,0.0003296571,0.00007670881,0.0003027502,0.5469334],"genre_scores_gemma":[0.9831131,0.001273501,0.005059117,0.00284836,0.0002027295,0.00009751479,0.00002265297,0.00006476049,0.007318295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01888896,"threshold_uncertainty_score":0.06473994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09779944179630363,"score_gpt":0.4557417739133846,"score_spread":0.357942332117081,"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."}}