Temporal Trajectories: A Comparative Analysis of Mexican and Vietnamese Students’ Strategies in the Canadian Edugration System
Bibliographic record
Abstract
This paper compares Mexican and Vietnamese international students’ and graduates’ migration decision-making while navigating Canadian policies merging international higher education and migration or the “edugration system.” While this system offers a delimited temporal framework and a linear pathway to permanent residency (PR) for international students; we argue that it does not align with the temporality of international students’ and graduates’ plans and aspirations. We draw from interviews conducted with 15 Mexican students and six graduates as well as 10 Vietnamese students and 11 graduates. Our findings highlight participants’ migration strategies for transnational social mobility, from childhood to postgraduation. These strategies unfold distinctively in time, depending on the region of origin. Rather than embracing the homogenizing edugration time frame, there is a need to emphasize international students’ and graduates’ own temporality to foster a nuanced and critical understanding of their migration pathways.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".