Bibliographic record
Abstract
Book reviewed in this article: Canada's Governors General, 1847–1878: Biography and Constitutional Evolution: Barbara j. messamore The Way It Works: Inside Ottawa: eddie goldenberg Riding to the Rescue: The Transformation of the RCMP in Alberta and Saskatchewan, 1914–1939: steve hewitt Transparency: The Key to Better Governance: Christopher hood, david heald Des communautés plus ou moins civiques: le capital social et la gouvernance métropolitaine au Canada et aux États‐Unis: marie‐france le blanc The New City: How the Crisis in Canada's Urban Centres is Shaping the Nation: john lorinc Auteurs et textes classiques de la théorie des organisations: De laurent bélanger ; JEAN MERCIER Reconciliation ‐ First Nations Treaty Making in British Columbia: tony penikett E‐Government in Canada: Transformation for the Digital Age: Jeffrey roy This is Not a Peace Pipe: Towards a Critical Indigenous Philosophy: dale turner
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".