The Impact of NATO Enlargement on Russian Security in the Baltic and Arctic
Bibliographic record
Abstract
After the discovery of energy and new transit routes, the Arctic has become the new competition area of global powers. The Arctic, which has a geopolitically important position, is the new struggle area of NATO and Russia. When we examine the region we see the members of the Arctic Council are Canada, America, Norway, Denmark, Iceland, Finland, Sweden and Russia. All of these countries are NATO members except Russia and Sweden. After Russia's attack on Ukraine, Finland and Sweden applied for NATO membership and Finland was accepted. On the other hand, with the Baltic states also becoming NATO members, Russia is surrounded both in Eastern Europe and in the Arctic region. Therefore, the study seeks to answer three main research questions: first, how is NATO's enlargement process in the Arctic region progressing? Second, what is Russia's doctrine (policies) against NATO enlargement? Third, what will be the impact of NATO enlargement on Russia's security?
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How this classification was reachedexpand
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".