Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
1. Introduction Part I: The Context of Canada's Tax System 2. The Tax System and the Politics of Ideas 3. The Tax System as Economic Constitution 4. The Tax Policy Community: Institutions and Processes 5. The Public Tax Policy Process: Agenda-Setting, Interest Groups, and Public Opinion Part II: The Politics of Taxation from Carter to Martin 6. The Tax Reform Pendulum: The Politics of Taxation During the Trudeau Era 7. The Mulroney Legacy: Tax Reform, Free Trade, and the Deficit Trap 8. The Politics of Sales Tax Reform 9. Chretien, Martin, and the Politics of Deficit Reduction Part III: The Politics of Taxation in the Twenty-first Century: Balancing National, Regional, and Global Pressures 10. Living Standards and the Politics of Personal Taxation 11. Globalization, Domestic Politics, and Business Taxation 12. Taxation, Federalism, and the Provinces 13. Taxation, the Family, and Civil Society Conclusion: The Politics of Taxation and the New Economy Glossary Selected Bibliography Index
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| 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 it