Bibliographic record
Abstract
s/RésumésPresident Vladimir Putin is no stranger to fiery rhetoric and has repeatedly asserted his country's intention to pursue its interests in the Arctic, including a recent announcement about the need to bolster its military presence there. Rather coincidentally, Canada recently announced that its pending claim to the Commission on the Limits of the Continental Shelf may assert Canadian sovereignty over the North Pole. This paper asserts that concern over Russia's intentions in the Arctic is overblown for three reasons. First, there is little evidence to suggest that Russia will not respect the UN Convention on the Law of the Sea adjudication processes to which it is a signatory. Second, undermining the UN and international law is not in Russia's interests due to the legitimacy and influence that Russia derives from them. Finally, Putin's Arctic rhetoric is likely aimed more at domestic audiences than it is at foreign ones and, in fact, it resembles the Government of Canada's own language. Ultimately, suspicions about Russia's intentions are Cold War derivatives and are not conducive to the coordinated management of the Arctic.
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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 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".