Bibliographic record
Abstract
The article analyses the Eastern foreign of Russia, which has been developing since 2011, and the realization of various projects within this policy. The author posits that world is undergoing profound and dynamic changes, which boil down to two interconnected processes: 1) economic power shift towards Asia-Pacific region, which will define in the near future the shape of the world system; 2) shift of the main political, economic and military contradictions in world politics to this region. These core changes in world politics are also effected by trends in development of Russia and its near abroad. For more than a quarter of the century Russia has been pursuing a regional leadership in building among post-soviet states a mutual space for common interests open for other members of international community. This became known as new Russian Eastern policy or a of Eurasian integration. Its main goal is to establish Eurasian economic union by 2015 which will open boarders of the member states for unrestricted movement of goods, services, capital and workers within the emerging regional market with the total volume of 170-180 million people. Russian leaders look forward to discussing with their European partners prospects for merging Eurasian and European unions into a single economic space stretching from Lisbon to Vladivostok. Conceptually the strategy of Eurasian integration stems from a belief in unity of economic, cultural, civilizational interests of the Eurasian member states with state interests in Asia and Asia-Pacific. Realization of the Eastern will be accompanied by the long awaited development of the Russian Eastern regions.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.013 | 0.005 |
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".