Bibliographic record
Abstract
The Northwest Passage is a potentially navigable seaway in the Arctic that is delimited by the Beaufort Sea in the west and the Buffin Bay in the east. As the Arctic ice cap melts further each year, the Passage may become navigable in the medium term. This brings to light many important questions and problems closely linked to the Passage's legal status. This thesis first maps the different reasons to deal with the problem and focuses on Canada as the state to be potentially most affected by the Passage's use. Canada takes the view, that the Northwest Passage are internal waters and the U.S. and the EU, that it is an international strait. The work probes the approaches to determine the status in compliance with the international law as they were claimed chronologically. However, the work stipulates the legal solution is not the only one imaginable and can even be potentially harmful to Canada. Therefore, the next part of the thesis deals with mapping them. A political solution on the international level is offered arguing that cooperation should be established in the region to safely and peacefully use the potentially navigable Passage. The last way to solve the situation lies in national policies as Canada has historically dealt with the issue internally several times. Some of its efforts have also been...
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.021 | 0.008 |
| Scholarly communication | 0.015 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.013 | 0.001 |
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".