A pact of iron? China’s deepening of the Sino-Russian partnership
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
To characterize the bilateral partnership, this paper applies the neoclassical geopolitics approach. We first measure China’s potential, and the perception of Chinese geopolitical agents, and placed within the international distribution of capabilities. This is followed by our analytical results on Sino-Russian relations in the spheres of potential, strategic culture, and geopolitical design. The paper concludes that while there is a strategic necessity for China to strengthen the partnership, the Sino-Russian relations are unlikely transforming into a traditional military alliance, due to Beijing’s self-interest to maintain trade relations with Western countries, to avoid being tainted by Russia’s deteriorating reputation, to grasp its goal of multipolar world order, and to spread positive narratives of China as a new global leader. The Sino-Russo relations has been shifting its nature from “marriage of convenience” to “marriage who pretend to be a good couple.”
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 | 0.001 | 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 | 0.000 | 0.002 |
| 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