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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".