The Triad of Transnationalism, Legal Recognition, and Local Community: Shaping Political Space for the Burmese Refugees in Japan
Bibliographic record
Abstract
Refugee participation in transnational acts – from advocating for regime change in home countries to strengthening modes of safe passage for friends and family to host countries – is only as effective as the ability of refugees to organize, collaborate with one another, and develop strong communication links between communities in the home and host countries. While many assume that legal status improves the ability of refugees to engage in political transformation, research on the Burmese refugees living in Japan reveals that the application and provision of legal status can have the opposite effect, weakening fragile community structures, stemming advocacy efforts, and discouraging communication between divided political and ethnic groups. I argue that transnational acts form a three-way relationship with legal recognition and local community, and that, because of conflictual relationships among local refugee communities, refugees from Burma with higher degrees of legal recognition in Japan do not necessarily expand transnational space.
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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 | 0.002 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".