Analysis of the dispute over the delimitation of the continental shelf beyond 200 nautical miles in the Arctic Ocean
Bibliographic record
Abstract
In the 1960s, the Arctic glaciers gradually melted, while the rich mineral and fishery resources in the region triggered a new strategic layout design for the countries around the Arctic Ocean, and countries have started to fight for the rights and interests related to the outer continental shelf of the Arctic Ocean in accordance with the United Nations Convention on the Law of the Sea. As of 2023, Russia, Canada, Norway and Denmark have applied to the Commission on the Limits of the Continental Shelf (CLCS) for delineation of the continental shelf, while the U.S. is also striving for the rights and interests of related resources by virtue of its geographical location. At present, in the case of the uncertainty of the delimitation of the outer continental shelf of the Arctic Ocean by the United Nations, the governance guidelines of the United Nations Convention on the Law of the Sea for the outer continental shelf of the Arctic Ocean are relatively in line with the interests of all countries, but there are also certain practical problems, and the United States and non-Arctic countries are bound to join the competition for the relevant rights and interests, and it is difficult to avoid the relevant situation. In this regard, through improving the working mechanism of the Commission on the Limits of the Continental Shelf and formulating the Arctic Treaty, we can gradually realize the governance of the outer continental shelf in the central waters of the Arctic Ocean and maintain the healthy and benign resource circulation and utilization of the relevant sea areas.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".