Bibliographic record
Abstract
Robert Bothwell, Alliance and Illusion: Canada and the World, 1945–1984, reviewed by Greg Donaghy Nathalie Cooke, What's to Eat: Entrées in Canadian Food History, reviewed by Catherine Carstairs Julia Roberts, In Mixed Company: Taverns and Public Life in Upper Canada, reviewed by Craig Heron Jeremy Black, The War of 1812 in the Age of Napoleon, reviewed by John R. Grodzinski Richard H. Gimblett, The Naval Service of Canada, 1910–2010: The Centennial Story, reviewed by Carl A. Christie Albert Schrauwers, ‘Union Is Strength’: W.L. Mackenzie, the Children of Peace, and the Emergence of Joint Stock Democracy in Upper Canada, reviewed by Michael S. Cross Barry Wright and Susan Binnie, eds., Canadian State Trials. Volume 3, Political Trials and Security Measures, 1840–1914, reviewed by Greg Marquis G.P. Browne, ed., Documents on the Confederation of British North America, reviewed by Jarett Henderson Karl Hele, ed., Lines Drawn upon the Water. First Nations and the Great Lakes Borders and Borderlands, reviewed by Robin Jarvis Brownlie Karl S. Hele and Regna Darnell, eds., Papers of the 39th Algonquian Conference, reviewed by John Steckley Jean Murray Cole, Sir Sandford Fleming: His Early Diaries, 1845–1853, reviewed by Richard White Ian Ross Robertson, Sir Andrew Macphail: The Life and Legacy of a Canadian Man of Letters, reviewed by Edward MacDonald Andrew Horrall, Bringing Art to Life: A Biography of Alan Jarvis, reviewed by David Blewett Margaret Horsfield, Voices from the Sound: Chronicles of Clayoquot Sound and Tofino, 1899–1929, reviewed by R.W. Sandwell James M. Pitsula, For All That We Have and Are: Regina and the Experience of the Great War, reviewed by Serge Marc Durflingere Denise Robillard, L' Ordre de Jacques Cartier 1926–1965 : Une société secrète pour les Canadiens français catholiques, reviewed by Gaétan Gervais John Chi–Kit Wong, ed., Coast to Coast: Hockey in Canada to the Second World War, reviewed by Daniel S. Mason Paul Kopas, Taking the Air: Ideas and Change in Canada's National Parks, reviewed by Brad Martin Patrick Brode, The Slasher Killings: A Canadian Sex-Crime Panic, 1945–1946, reviewed by Steven Maynard Françoise Noöl, Family and Community Life in Northeastern Ontario: The Interwar Years, reviewed by Stacey Zembrzycki
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.314 | 0.300 |
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".