Performing Internationalization of Higher Education in Canadian National Policy
Bibliographic record
Abstract
Internationalization processes are at the fore of university strategic plans on a global scale. However, the work of internationalization is being performed through the connections between many actors at different policy levels. Our purpose here is to ask, what is happening with internationalization of higher education at the Canadian national policy level? To do so, we suggest that we must look at policies at the national level not as individual entities but rather as these policies exist in relation to each other. We examine three recent policy statements from different organizations at the national level in Canada: a federal governmental agency, a pan-Canadian provincial organization and a national educational association. Our approach involved mapping the actors, knowledges and spaces that are discursively produced through these texts and engaging a relational approach to policy analysis that questions what comes to be assembled as these policies co-exist in the national landscape.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.012 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.008 |
| Science and technology studies | 0.033 | 0.027 |
| Scholarly communication | 0.022 | 0.006 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 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 source (direct Gemma or distilled Codex), 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".