CANADA IN THE GEOPOLITICAL REALITIES OF THE XXI CENTURY: SOME TURNING POINTS OF THE FOREIGN ECONOMIC COURSE
Bibliographic record
Abstract
The article attempts to consider the influence of the geopolitical factor on the foreign economic relations of Canada in 2014-2018. The author concludes that the Canadian political elites associate their foreign economic activity primarily with those states, that are united with them in strategic military-political alliances. A typical example of this is the free trade agreement with the EU, concluded by the Conservative government of Harper, as well as the U. S. M. C. A. agreement, coordinated by Canada first and foremost with the United States, its main ally in the military-political alliance of NATO. This study is based on the historical sources, which are connected with the existing programmes of Canadian Liberals and Conservatives, Donald Trump’s speeches, as well as on the analysis of foreign and domestic historiography on this issue.
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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 | 0.004 | 0.010 |
| Science and technology studies | 0.021 | 0.019 |
| Scholarly communication | 0.015 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 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 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".