Canada's Arctic policy. Striking a balance between national interests and circumpolar cooperation
Bibliographic record
Abstract
The Arctic is undergoing rapid changes, both environmentally and politically, and the Arctic states as well as non-Arctic actors are working to establish a presence, secure national interests and natural resources in the High North. Canada is an interesting player in this unpredictable region, with the potential to become an Arctic great power. Canada is the world’s second largest country, over 40% of its landmass is located in the north, it has an extensive Arctic coastline and considerable prospects for northern energy and natural resource development. At the same time, Canada’s northern territories – the Yukon, the Northwest Territories and Nunavut – are severely underdeveloped. Both the federal and the territorial governments face enormous challenges in terms of social and economic development, infrastructure improvements, providing education and job opportunities, improving housing conditions and the health of Aboriginal peoples and northerners in the territories. These challenges notwithstanding, it is crucial for the federal government to facilitate the continued habitation of the Canadian Arctic to assert and maintain its sovereignty claims to the region, which is becoming increasingly vital as international interests in the circumpolar north grows. To deepen the understanding of how Canada works to position itself in the High North, this thesis sets out to answer the problem statement: what are the main priorities for Canada in its Arctic region, and how does Canada pursue its Arctic policy on the domestic and international level? The thesis examines how Canada works domestically and maneuvers on the international arena to respond to challenges in the region while safeguarding domestic interests and protecting its Arctic sovereignty. It focuses on policy issues pursued unilaterally, through bilateral relations with the other Arctic states and through transnational cooperation in multilateral forums, primarily the Arctic Council. It presents Canada’s actions, intentions and motives behind these actions, as well as the outcomes of Canadian Arctic policymaking.
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.025 | 0.006 |
| Scholarly communication | 0.016 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.007 | 0.005 |
| Insufficient payload (model declined to judge) | 0.009 | 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".