The Role of the Border Region in Sino-North Korean Trading Networks: A Focus on Dandong, China
Bibliographic record
Abstract
This research investigated the micro-level Sino-North Korean trading practices in Chinese border city Dandong with the help of a network approach. Dandong companies had long-term business relations with North Korea and took brokerage roles by channeling North Korean information, personnel, and products to the outside world. Dandong took an indispensible role in providing access to North Korean-related businesses with the advantage coming from historically-built personal relations, convenient logistics directly linking to Pyongyang, and easy access to North Korean economic agents. They leveraged brokerage roles in Sino-North Korean trading networks and contributed to give the networks a high-level of path-dependency. The strategies of Chinese border companies and less-institutionalized trading system of North Korea provided existing partners distinctive advantages in business relations. These practices that endowed border companies unique brokerage roles are likely to persist until a dramatic change in North Korea and its international environments.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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".