Borders and bridges : Canada's policy relations in North America
Bibliographic record
Abstract
Preface/Acknowledgements List of Contributors 1. Borders and Bridges: Canada's Policy Relations in North America PART I: STRUCTURAL AND HORIZONTAL POLICY ISSUES 2. North American Economic Integration and Comparative Responses to Globalization: Overview 3. Fragmegration, Federalism, and Canada-United States Relations 4. Soft Law Regulatory Coordination and Convergence in North America PART II: SECTORAL POLICY ISSUES Border Management and Defence 5. The Same Yet Different: The Evolution of the Post-9/11 Canada-United States Security Relationship 6. Border Security, Trade, and Travel Facilitation 7. The North in Canadian-American Relations: Searching for Collaboration in Melting Seas Energy and Environmental Policies 8. Canada's Energy Policy Relations in North America: Towards Harmonization and Supranational Approaches? 9. Natural Boundaries and National Borders: Barriers to Progress and Bridges to Collaboration in North American Transborder Environmental Governance 10. Canadian Climate Policy and the North American Influence 11. Governing Water across the Canada-US Borderland Migration, Labour, and Cultural Policies 12. Canadian Migration Policy in a North American Framework: Perspectives and Prospects 13. Labour on the Side: Shallow North American Governance and the Fate of Canadian and US Workers 14. Identity, Independence, and Imperialism: The Case of Canadian-American Cultural Relations PART III: TRADE PATTERNS AND PLATFORMS FOR TRADE 15. Sub-Federal Trade and the Politics of North American Economic Integration: Evaluating the Cross- Border Exports of American States 16. The Persistence of Country-Specific Financial Market Regulation in the Face of Free Trade Agreements 17. Borders and Bridges: Free Trade, Supply Chains and the Creation of a Joint Trading Platform: Canada-US Industrial Development 1980-2001 18. Canada-US Transportation and Corridor Policies 19. Agricultural Trade and Food Safety 20. Variable Geometry and Traffic Circles: Navigating Canada's Policy Relations in North America Glossary Index
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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 | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.006 | 0.013 |
| Science and technology studies | 0.026 | 0.005 |
| Scholarly communication | 0.017 | 0.005 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.044 | 0.003 |
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".