ARCTIC POLICY OF THE CONSERVATIVE AND LIBERAL GOVERNMENT OF CANADA IN 1993–2011
Bibliographic record
Abstract
This article discusses the Arctic agenda of the liberal and conservative cabinets of J. Chretien and S. Harper. Attention is also paid to the short period of P. Martin’s premiership. The author consistently considers the position of liberals based on the desire for international cooperation and the solution of common problems of the region. The head of the liberal Party, J. Chretien, sought cooperation with all the Arctic states; in particular, he repeatedly visited Russia on official visits. Prime Minister of the Conservative party S. Harper did not visit the Russian Federation, but made traditional visits to the Arctic, where he made policy statements. In contrast to the position of the liberals, the conservatives relied on the buildup of military power, thus seeking to strengthen their positions in the Arctic and on the world stage. In the future, events both inside and outside the country have led to the fact that the conservative position regarding the Arctic region has undergone some changes. On the eve of the 2011 parliamentary elections, the Conservatives retreated from the one-sided position of expanding military forces and began to pay attention to other problems in the region, among other things. The purpose of this article is to compare the political actions of the Conservative and Liberal parties of Canada in the Arctic. Despite the fact that there are separate studies of the political actions of both representatives of liberals and conservatives, the novelty of this article lies in comparing these different approaches over a certain period of time.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.019 | 0.003 |
| Scholarly communication | 0.007 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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".