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Record W4410111735 · doi:10.32674/5z2a1484

Curriculum Internationalization: Aligned with Equity and Social Justice? Considerations and Perceptions from International Graduate Students in Canada

2025· article· en· W4410111735 on OpenAlexaboutno aff
Siyin Liang

Bibliographic record

VenueJournal of Comparative & International Higher Education · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsnot available
Fundersnot available
KeywordsInternationalizationEquity (law)CurriculumPerceptionSocial justicePolitical scienceSociologyPedagogyPsychologyBusinessSocial scienceInternational tradeLaw

Abstract

fetched live from OpenAlex

Numerous higher education institutions globally are actively incorporating international and global dimensions into their curricula, a trend also evident in the internationalization strategies of many Canadian universities and colleges. Notably, along with internationalization, Indigenization and equity, diversity, and inclusion-related endeavors are highlighting the diverse facets of Canadian higher education. This article presents an interpretive case study conducted at a school of education at a research-intensive university in Western Canada, foregrounding perspectives of international graduate students concerning the necessity of internationalization of their formal curricula. The findings demonstrate that whereas there is noticeable skepticism and rejection of the dominance and universal applicability of Eurocentric perspectives, as well as advocacy for inclusion of international students, the potential of curriculum internationalization in recognizing and addressing systemic issues related to equity and social justice should be better perceived and acknowledged. This paper calls for educators and policymakers to explore societal and institutional factors shaping this situation and consider necessary curricular (re)development. De nombreux établissements d’enseignement supérieur du monde entier intègrent activement les dimensions internationales et mondiales dans leurs curriculums, une tendance également évidente dans les stratégies d’internationalisation de nombreuses universités et collèges canadiens. Notamment, parallèlement à l’internationalisation, l’indigénisation et les efforts liés à l’équité, à la diversité et à l’inclusion mettent en évidence les diverses facettes de l’enseignement supérieur canadien. Cet article présente une étude de cas interprétative menée dans une école d’éducation d’une université à forte intensité de recherche dans l’Ouest canadien, mettant en avant les points de vue des étudiants diplômés internationaux concernant la nécessité d’internationaliser leurs curriculums officiels. Les résultats démontrent que, bien qu’il existe un scepticisme et un rejet notables de la domination et de l’applicabilité universelle des perspectives eurocentriques, ainsi qu’un plaidoyer en faveur de l’inclusion des étudiants internationaux, le potentiel de l’internationalisation du curriculum pour reconnaître et résoudre les problèmes systémiques liés à l’équité et à la justice sociale devrait être mieux perçu et reconnu. Cet article appelle les éducateurs et les décideurs politiques à explorer les facteurs sociétaux et institutionnels qui façonnent cette situation et à envisager le (re)développement du curriculum nécessaire.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.007
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.070
Threshold uncertainty score0.506

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.012
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.003
Science and technology studies0.0270.013
Scholarly communication0.0110.002
Open science0.0020.008
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.056
GPT teacher head0.445
Teacher spread0.388 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2025
Admission routes1
Has abstractyes

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