Bibliographic record
Abstract
<i>In this article, the author examines the Arctic region in the context of the energy and security policy of the Russian Federation. The author emphasises the factors which currently influence the increasing interest in the Arctic of the countries which claim rights to this region, which are: the US, Canada, Denmark, Norway and the Russian Federation. Among the most important factors indicating the essence of the Arctic, the author points out, inter alia: plenty of energy deposits, which because of the changing climate, are more available, the size of the Arctic area and new transport routes.</i><br><br> <i>The author indicates the possibilities of using the Russian Federation policy regarding the Arctic in order to, among other things, strengthen the country’s international position. The author also presents the extent to which claiming the right to exclusive exploitation of mineral resources by the Russian Federation is the real motive of its actions and its intention to totally subordinate the Arctic area. Simultaneously, an attempt is made to answer the question whether the Arctic is likely to be a place of military conflict in the future?<i><br><br> <i>The article also examines the issues related to the legal status of the Russian Federation regarding the Arctic, the political activity of the Russian Federation in this region and the possibility of the Russian Federation exploiting energy resources in the Arctic region.</i><br><br> <i>The article brings together the issues connected with the Russian Federation and its policy in the region of the Arctic Ocean, and also portrays the importance of the Arctic in the changing international security environment.<i>
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 | 0.000 | 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".