Allies at Heart? A Study of Ideational Continentalism in Canadians’ Foreign Policy Attitudes
Bibliographic record
Abstract
Abstract The United States has long represented one of Canada's primary international allies. This partnership has remained strong despite turbulent times in the relationship, such as the one brought forth by the Trump presidency. Our article seeks to understand the sources of such continuity through the lens of continentalism. While historical accounts of continentalism have portrayed it as a passive force stemming from Canada's material self-interest, scholars have recently identified the emergence of an evolved form of continentalism that represents a dominant idea and a coherent analytical framework in Canadian foreign policy. Has this new form of continentalism indeed gained widespread acceptance among Canadians? We answer this question by considering continentalism in the ideational realm. Using novel public opinion data, our analysis investigates whether continentalist attitudes have become embedded in Canadians’ national identity and foster closer alignment preferences vis-à-vis the United States. We find significant and robust evidence of such effects.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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".