Bibliographic record
Abstract
Marianne Gosztonyi Ainley, Creating Complicated Lives: Women and Science at English-Canadian Universities, 1880–1980, reviewed by Ruby Heap Margaret E. Derry, Art and Science in Breeding: Creating Better Chickens, reviewed by Kathy J. Cooke Germaine Warkentin, ed, Pierre-Esprit Radisson: The Collected Writings. Vol. 1, The Voyages, reviewed by Peter Cook Graeme Morton and David A. Wilson, eds., Irish and Scottish Encounters with Indigenous Peoples: Canada, the United States, New Zealand, and Australia, reviewed by John G. Reid David A. Wilson, Thomas D'Arcy McGee. Vol. 2, The Extreme Moderate, 1857–1868, reviewed by William Jenkins Eldon Hay, The Covenanters in Canada: Reformed Presbyterianism from 1820 to 2012, reviewed by Denis McKim Roberta M. Styran and Robert R. Taylor, This Great National Object: Building the Nineteenth-Century Welland Canals, reviewed by Richard White Ted McCoy, Hard Times: Reforming the Penitentiary in Nineteenth-Century Canada, reviewed by Rainer Baehre Robert McLaughlin, Irish Canadian Conflict and the Struggle for Irish Independence, 1912–1925, reviewed by David A. Wilson Christopher G. Anderson, Canadian Liberalism and the Politics of Border Control, 1867–1967, reviewed by Carmela Patrias Jonathan Vance, Maple Leaf Empire: Canada, Britain, and Two World Wars, reviewed by Jameel Hampton Sarah Glassford and Amy Shaw, eds., A Sisterhood of Suffering and Service: Women and Girls of Canada and Newfoundland during the First World War, reviewed by Joan Sangster Joan Sangster, Through Feminist Eyes: Essays on Canadian Women's History, reviewed by Christine McLaughlin Christina Bates, A Cultural History of the Nurse's Uniform, reviewed by Ilya Parkins Tarah Brookfield, Cold War Comforts: Canadian Women, Child Safety, and Global Insecurity, reviewed by Anika Stafford Andrew Burtch, Give Me Shelter: The Failure of Canada's Cold War Civil Defence, reviewed by Peter H. Denton Neil White, Company Towns: Corporate Order and Community, reviewed by Duff Sutherland Neil S. Forkey, Canadians and the Natural Environment to the Twenty-First Century, reviewed by Tina Adcock Laurel Sefton MacDowell, An Environmental History of Canada, reviewed by Tina Adcock Lara Campbell, Dominique Clément, and Gregory S. Kealey, eds., Debating Dissent: Canada and the Sixties, reviewed by Ian Milligan Paul Litt, Elusive Destiny: The Political Vocation of John Napier Turner, reviewed by Christopher Pennington
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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 | 0.008 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.417 | 0.391 |
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".