Canada’s defense and security cooperation with the European Union
Bibliographic record
Abstract
INTRODUCTIONCanada's cooperation with the countries of the European continent has experienced long historical tradition.However, it appeared of a rather ambivalent character.It was caused by bipolar structural impact on Canada's search for their own place in international relations, on the one hand, and a gradual development of integrational processes within Europe, on the other.Relocation of the global powers as a result of democratization in Europe provided for widening and deepening of integrational processes, hence, resulting in bothnew prospects and restrictionson realization of Canadian national interests on the global and regional, namely, European, context.Thus, the beginning of the 21 st century was characterized by a gradual restoration of cooperation between Canada and the European Union (hereinafter the EU) after substantial stagnation.During post-bipolar period Ottawa focused on coping with internal issues, while the USA established in the capacity of the key partner on the international arena.Brussels, in its turn, aimed all forces at advancing its own institutions and preparing for the EU's enlargement.Nevertheless, both parties were obliged to reconsider their bilateral relations and seek for the mutually beneficial forms of cooperation.One of the most controversial were the attempts to boost ties in defense and security sphere.Therefore, with the view to gaining better understanding of cooperation between Canada and the EU, we offer the following research in this area. Preconditions of Canada-EU Security Relations VectorCanada's unique contribution to European security, particularly during the Cold War, was based on realizing that the world order is built primarily on military power.At the same time, due to Canada's long-standing underfunding of its armed forces, the gap between the country's official rhetoric and its real military capabilities has widened significantly.The only advantage that the Canadian military still has over its European allies is the ability to deploy troops comparatively quickly, as Canada is able to mobilize a high percentage of its military in a relatively short period.Another difference between Canada and some European countries is a common understanding of the armed forces' purpose.Based on the established role of an authoritative peacemaker, Canada shares the security
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.013 | 0.004 |
| Scholarly communication | 0.011 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.023 | 0.002 |
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".