Bibliographic record
Abstract
This research applies a neoclassical realist framework to explore the causes and consequences of Russia's recent “reorientation to Asia.” Based on an analysis of publications and fieldwork conducted in Russia, the paper examines both the international systemic and the Russian domestic factors that have contributed to this important change in Russia's foreign policy. At the system level, Russia's turn to Asia can be understood as a part of its longer campaign of balancing against American unipolar domination. At the unit level, economic demands to develop Russia's eastern territories, together with the complex socio-political processes of post-Soviet identity formation, generated a political environment that was conducive to Asia-oriented policies. Russia's reorientation to Asia implies not only comprehensive strategic cooperation with specific Asian powers, such as China, South Korea, or Japan, but also a “reinvention” of Russia as a Eurasian power. Given Russia's cross-continental spread and economic and military capabilities, its reorientation to Asia may have significant implications for the balance of power in the current world system.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".