China’s quarter-century struggle with a nuclear North Korea with a focus on its strategic calculation
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Purpose The purpose of this paper is to describe how China’s approach to a nuclear North Korea has changed and find key variables that explain the changes. Design/methodology/approach This paper adopts the traditional qualitative method, referring to different types of reliable and authoritative Chinese and English scholars, books and articles. Findings Although China has accumulated distrust of North Korea and reprimanded the regime for its nuclear program, it has never ignored the strategic value or balance – especially vis-à-vis the USA – the neighboring country provides for it. And for that matter, it has been keen to prevent North Korea from bypassing it and getting closer to the USA. With this strategic calculation in mind, China has mostly made gestures in implementing the UN sanctions against North Korea, though not always. Originality/value This paper proves that China’s strategic calculation has been a constant key variable that explains its approach toward a nuclear North Korea since the inception of the issue in the early 1990s.
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.
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 | 0.000 | 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 | 0.001 | 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 it