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Record W4410987877 · doi:10.7577/njcie.6047

Colonial logics as public secrets of international student mobility

2025· article· en· W4410987877 on OpenAlexaff
Lisa Ruth Brunner, Dale M. McCartney

Bibliographic record

VenueNordic Journal of Comparative and International Education (NJCIE) · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsUniversity of the Fraser ValleyUniversity of British Columbia
Fundersnot available
KeywordsColonialismPolitical scienceSociologyLaw

Abstract

fetched live from OpenAlex

This paper contributes to international student mobility’s ethical reimagining by stressing what continues to be foreclosed by that imagining – that is, the depth of the task’s complexities. To do so, it outlines international student mobility’s colonial roots (as a phenomenon) and applied roots (as a field) and discusses how both shape, and are shaped by, its field-imaginary. It then uses the concept of “public secrets” to name the obvious, yet often forgotten, colonial logics underpinning the field of international education, and international student mobility in particular. It suggests these public secrets are one reason why the field’s critical interventions have failed to have more concrete impacts. It then specifically discusses the problematic binaries which underpin the field, especially the term “international student,” as examples of such public secrets. Finally, it discusses three common responses critical internationalization scholars and practitioners might use to respond to this provocation: (1) further/different critique; (2) proposed solutions (e.g., new vocabulary), and disinvestment (e.g., new grammar).

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.716
Threshold uncertainty score0.870

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.077
GPT teacher head0.482
Teacher spread0.404 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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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