Bibliographic record
Abstract
Introduction -The Kaliningrad Oblast AreaIn 2008, Russia illegally invaded the Republic of Georgia and still retains troops in South Ossetia.In 2014, Russia invaded the Crimean Peninsula of the Ukraine in order to ensure there was a corridor with Sevastopol, the home of its' Black Sea Fleet. 1 Given Russia's demonstrated proclivity for unilateral intervention, Baltic states and NATO members Lithuania, Latvia and Estonia 2 remain understandably concerned regarding the recent build-up of Russian military forces along their Eastern borders.Analysts argue that Russian forces could deploy quickly in the Baltic region and could use an artificially created domestic crisis (i.e.disenfranchisement of Russian diaspora in those countries), similar to that used in the Ukraine, to show that NATO is unable to respond effectively, or not at all, to a threat posed by Russian troops and a significant naval Baltic Fleet.1 Eight countries in the UN recognize the Republic of Crimea and Sevastopol as federal subjects of Russian.When the Soviet Union broke up in 1991, Crimea became part of the independent Ukraine.2 These states joined NATO in 2004.
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 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 | 0.000 |
| 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 | 0.001 |
| 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".