Researching Education in the Age of Transnational Migration: Towards a New Research Agenda
Bibliographic record
Abstract
This paper is offered as work in progress to stimulate our thinking about the changing nature of comparative and international education in the age of transnational migration. It seems clear that the shifting paradigm of transnationalism has challenged the rigid, territorial nationalism, the understanding of borders and national identities. It is making cultural boundaries and identities porous, hybrid, and dialogic. In this paper I emphasize how comparative and international education has to be rethought in the context of transnational migration as a multidirectional process where diverse identities, forms of attachment and belonging inscribe the experiences of people as they move across geographical, cultural, national, and linguistic boundaries. I call for a more expansive definition and mission of comparative and international education in exploring the impact of transnational migration on the identity, culture, and integration of immigrant populations spanning across several nations simultaneously.
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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 | 0.000 | 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) | 0.000 | 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".