Bibliographic record
Abstract
How democratic regimes should engage with authoritarian regimes, or self-proclaimed authorities in states under occupation, has long been a subject of debate. The work examines Canada's relations with member-states of the Warsaw Pact during the Cold War. Central and East European communist states were nominally independent but established under occupation. Canadian leaders explored whether engaging in foreign relations with these countries would encourage liberalization or embolden dictatorships. Over time, Canada's position evolved as a policy of encouraging bilateral and multilateral diplomacy, while calling for the respect of human rights. However, Canada's economic relationship with East European states was at times at cross-purposes with its democratic principles. Andrea Chandler concludes that while Canada did play a role in encouraging democratization, the country's leaders did not sufficiently consider the impact of these policies on the citizens of Warsaw Pact countries. This book treats Canada’s engagement with Hungary, Poland, the German Democratic Republic, Romania, Bulgaria and Czechoslovakiaduring the Cold War, in which the Western countries of the North Atlantic Treaty Organization (including Canada) had an adversarial relation with the Soviet bloc nations.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.006 |
| Science and technology studies | 0.010 | 0.003 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 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".