Internationalizing Canadian Higher Education through North-South Partnerships: A Critical Case Study of Policy Enactment and Programming Practices in Tanzania
Bibliographic record
Abstract
The contemporary internationalization of higher education promotes the formation of North-South (N-S) partnerships to facilitate access to new research sites and opportunities for international programming. This study conceptualizes N-S partnerships as an extension of internationalization policy. In the current context of internationalization, there is a reliance on higher education to produce economic benefits to support national economic objectives. There are particular concerns, however, with a practice of N-S partnerships that are enacted in communities located in the Global South. Internationalization policy does not adhere to the principles of N-S partnership outlined in multilateral agreements and is increasingly focused on the production of economic returns from investment in partnerships projects. This research focuses on the enactment of a specific N-S ISL partnership in Tanzania to consider the effects of higher education internationalization on local communities. It raises critical concerns for a socially just practice of international partnership.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".