Transnationalism from Below: Evidence from Vietnam-Taiwan Cross-Border Marriages
Bibliographic record
Abstract
This paper examines marriage migration in Asia through the lens of transnationalism. We pull together results from various studies we conducted on marriage migration in Vietnam and Taiwan between 2004 and 2010, using both qualitative and quantitative approaches. Our main contention is that marriage migration constitutes a significant vector of social change for both sending and receiving areas of migrants. We examine the gendered aspects of this transformation, since the vast majority of migrant spouses in Asia are women. We use the concept of ‘transnationalism from below’ to frame the social impact of marriage migration. In this paper, we first review activities of marriage migrants and their families that constitute either economic or social transnationalism. In the second part, we discuss how these transnational activities contribute to social change in both societies. In brief, the paper shows the far-reaching significance of this migration flow for the region and aims to move forward the conceptualization of marriage migration in Asia.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".