China’s Balancing Act: Examining China-DPRK Relations in an Era of Political Uncertainty
Bibliographic record
Abstract
The current geopolitical situation in East Asia has existed in a precarious stasis since the armistice that ended the bloodshed of the Korean War. For the past 60 years, the Democratic People’s Republic of Korea (DPRK) has been the biggest challenge to peace and security in Asia. Despite immense economic and political progress throughout East Asia through much of the late 20th century, the DPRK has faced continued isolation and worsening economic fortunes. The regime in the DPRK has demonstrated that its primary goal is its own survival, and it is willing to pursue nuclear ambitions to serve this end. The question on the minds of many scholars and diplomats engaging with the question of East Asian security is whether or not the People’s Republic of China can be expected to join the rest of the world in preventing an increasingly belligerent DPRK from obtaining the ability to deliver a nuclear payload. China has a long and complicated history with the Korean Peninsula and the DPRK, a history that demonstrates a duplicitous and practical approach to issues of Korean geopolitics. This paper will demonstrate the complicated relationship between China and the DPRK and demonstrate the ways in which China’s complicated history with the peninsula has led to the current state of affairs. The paper will speculate as to the motivations of the Chinese government, and seek to understand China’s actions on the international stage to both protect and condemn the DPRK’s fragile political regime.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.012 | 0.016 |
| Scholarly communication | 0.012 | 0.009 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.007 | 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".