Bibliographic record
Abstract
Book reviewed in this article: The Once and Future Canadian Democracy: An Essay in Political Thought by Janet A. Ajzenstat Municipal Reform in Canada: Reconfiguration, Re‐Empowerment and Rebalancing edited by Joseph Garcea and Edward C. Lesage Jr. Recognizing Aboriginal Title: The Mabo Case and Indigenous Resistance to English‐Settler Colonialism by Peter H. Russell Market Rules: Economic Union Reform and Intergovernmental Policy‐Making in Australia and Canada by Douglas M. Brown The New Geo‐Governance ‐ A Baroque Approach by Gilles Paquet Canadian Energy Policy and the Struggle for Sustainable Development edited by G. Bruce Doern Riding the Third Rail: The Story of Ontario's Health Services Restructuring Commission, 1996–2000 by Duncan Sinclair, Mark Rochon and Peggy Leatt Le défi du monde de la santé: Comment humaniser les soins et les organisations de C. Gravel
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.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".