Bibliographic record
Abstract
Richard Gwyn, Nation Maker: Sir John A. Macdonald: His Life, Our Times, reviewed by Christopher Pennington Michael Bliss, Writing History: A Professor's Life, reviewed by Richard White Conrad E. Heidenreich and K. Janet Ritch, Samuel de Champlain before 1604: Des Sauvages and Other Documents Related to the Period, reviewed by Catherine Desbarats John Clarke, The Ordinary People of Essex: Environment, Culture, and Economy on the Frontier of Upper Canada, reviewed by Peter Baskerville Royce MacGillivray, Dictionary of Glengarry Biography, reviewed by Marianne McLean Hugh Dempsey, Always an Adventure: An Autobiography, reviewed by Mary-Ellen Kelm Curtis R. McManus, Happyland: A History of the ‘Dirty Thirties’ in Saskatchewan, 1914–1937, reviewed by J. William Brennan David Massell, Quebec Hydropolitics: The Peribonka Concessions of the Second World War, reviewed by Stéphane Castonguay Patrice Dutil, Canada 1911: The Decisive Election that Shaped the Country , reviewed by Christopher Pennington Corey Slumkoski, Inventing Atlantic Canada: Regionalism and the Maritime Reaction to Newfoundland's Entry into Canadian Confederation, reviewed by Jeff A. Webb Brooke Jeffrey, Divided Loyalties: The Liberal Party of Canada, 1984–2008, reviewed by Penny Bryden Mary Frances Coady, Georges and Pauline Vanier: Portrait of a Couple, reviewed by Terry Crowley Martha Langford and John Langford, A Cold War Tourist and His Camera, reviewed by Jacqueline Cannata Jocelyn Létourneau, Le Québec: Entre son passé et ses passages, reviewed by Alan Gordon
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 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 | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.442 | 0.457 |
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".