Geopolitics and Geostrategy of the GIUK Gap: Rising Stakes in a Strategic Sea Corridor.
Bibliographic record
Abstract
This study explores the geopolitical and geostrategic significance of the GIUK (Greenland, Iceland, United Kingdom) Gap, a region of the North Atlantic Ocean between those respective islands, part of the broader Arctic realm known as the High North. It begins with a short overview of the historical development of the GIUK Gap's geopolitical and geostrategic significance, followed by an analysis of the region's current geopolitical and geostrategic dynamics. For the analysis, Walt’s balance of threat was employed as a neorealistic theoretical framework, with four specific variables chosen. This theory assumes that states try to balance potential threats. The study highlights the growing importance of the GIUK Gap for both NATO and the Russian Federation, whose interests have increasingly clashed in recent years. The paper argues that the deteriorating relations between NATO and Russia following the annexation of Crimea in 2014 have causally contributed to the growing importance of the GIUK Gap.
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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 | 0.001 |
| Science and technology studies | 0.004 | 0.006 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| 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".