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Record W7079590090 · doi:10.26108/gngg-6519

The challenge of internationalization: an institutional perspective

2007· article· en· W7079590090 on OpenAlexaboutno aff

Bibliographic record

VenueAcadiaU-DEV · 2007
Typearticle
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsAssertionCommodificationPerspective (graphical)Study abroadInternational marketHigher education

Abstract

fetched live from OpenAlex

Acadia University has been active in the recruitment of international students for the past ten years. The presence of over 700 international students has dramatically changed Acadia's university campus and the surrounding community. The success of Acadia's international student recruitment efforts is partially reflective of global student mobility trends, as over the past twenty years, the size of the international student market has grown markedly, and is predicted to triple or quadruple again in the next fifteen years. This study asserts that the presence of so many international students has been driven by neoliberal forces and by market demands, much less by the desire to enrich and diversify post-secondary education and the University, or what is referred to in this study as "internationalization". "Globalization" has often meant the commodification of higher education. This study examines the extent to which this has occurred in one Canadian institution. This study has not found significant evidence to support the notion that Acadia has achieved success in genuine "internationalization"; rather, the university has succumbed to global market forces and demands. This study finds evidence to support the assertion that Acadia has not infused its academic and co-curricular programs or the general university student experience with international and diverse perspectives. This study provides a conceptual framework from which to understand the powerful forces of neo-liberalism and "globalization" and how they relate to higher education, organizational change, and the challenge of "internationalization", in particular, at Acadia University.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.981
Threshold uncertainty score0.185

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.022
GPT teacher head0.275
Teacher spread0.254 · 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 designTheoretical or conceptual
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

Citations0
Published2007
Admission routes1
Has abstractyes

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