Bibliographic record
Abstract
Book reviewed in this article: Digital State at the Leading Edge. IPAC Series on Public Management and Governance By SANDFORD BORINS, KENNETH KERNAGHAN, DAVID BROWN, NICK BONTIS, PERRI 6 and FRED THOMPSON. Racing to the Bottom? Provincial Interdependence in the Canadian Federation Edited by kathryn harrison. Towards North American Monetary Union: The Politics and History of Canada's Exchange Rate Regime By eric helleiner Governing DeveIopment across Cultures: Challenges and Dilemmas of an Emerging Sub‐Discipline in Political Science Edited by r.b. jain. Law and Ethics in Biomedical Research: Regulation, Conflict of Interest, and Liability Edited by trudo lemmens and duff r. waring. The People's House of Commons: Theories of Democracy in Contention By david e. smith. Reinventing Canadian Defence Procurement: A View from the Inside By alan s. Williams.
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 | 0.001 | 0.001 |
| 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) | 0.004 | 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".