Bibliographic record
Abstract
As suggested in a growing literature that securitizes the phenomenon of refugee migration and analyzes it as a national as well as a regional security issue, the growing number of North Korean border‐crossers has far‐reaching political implications for both North Korea and the international community. Studies have argued that refugees could contribute significantly to democratic change in their home countries by assisting and actively participating in the struggle of the domestic opposition, even sparking regime instability and eventual regime breakdown. Much of the North Korean refugee research has focused on the human rights issues faced by the refugees, but a largely unexplored area of the refugee research concerns the political consequences of the refugee flight for the current regime in Pyongyang. This article examines whether North Korean refugees are expected to play the role of political opposition in exile by raising the following four questions: (i) Are the refugees political dissidents? (ii) Are they a resourceful critical mass? (iii) Does exit always lead to regime instability? and (iv) Would China and South Korea encourage exile politics against the current North Korean regime? The article contends that the North Korean refugee community does not currently represent a critical mass that can trigger instability of the Pyongyang regime. Most of the North Korean refugees are not political dissidents, nor have they organized into any resourceful critical mass capable of generating a threat to their home country. In addition, people's exit does not necessarily destabilize the regime as it can sometimes yield a positive political effect by driving out dissidents' voices. Furthermore, several of the receiving countries, in particular, China and South Korea, would not encourage exile dissident movements against North Korea for fear of Pyongyang's collapse. The North Korean regime's stability does not seem to be threatened by the current refugee situation, although the potential of refugees becoming a critical threat should not be discounted should people's exit ever reach the point of developing into an uncontrollable mass exodus.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".