Border Imperialism and Exclusion in Canadian Parliamentary Talk about International Students
Bibliographic record
Abstract
Although there is a rich critical literature examining international student policy in Canada, very little of it considers the views of Members of Parliament. MPs have limited direct influence over international student policy, but their policy talk about international students defines the context within which such policy is developed. For that reason Parliamentary debate deserves study. This paper examines MPs’ discussion of international students between 1984 and 2019, tracing themes in MP policy talk over the globalization era. It finds that MPs evince remarkably consistent attitudes towards international students. Throughout the period MP policy talk shows that Parliamentarians saw international students as outsiders who were only ofvalue to the extent that they could be made to serve Canada’s economic or political agenda. The uniformity of this attitude and the lack of dissenting voices suggest that MPs’ views may be a significant barrier to reforming international student policy in Canada.
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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 | 0.009 | 0.020 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.049 | 0.024 |
| Scholarly communication | 0.016 | 0.003 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.007 | 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".