Carter F. Hanson,<i>Emigration, Nation, Vocation: The Literature of English Emigration to Canada</i>Denyse Baillargeon,<i>Babies for the Nation: The Medicalization of Motherhood in Quebec, 1910–1970</i>Freeman M. Tovell,<i>At the Far Reaches of Empire: The Life of Juan Francisco de la Bodega y Quadra</i>Alastair W. Gillespie (with Irene Sage),<i>Made in Canada: A Businessman's Adventures in Politics</i>Brian Bow,<i>The Politics of Linkage: Power, Interdependence, and Ideas in Canadian–American Relations</i>Calvin Helin,<i>The Economic Dependency Trap: Breaking Free to Self-Reliance</i>Helen E. Ross, ed.,<i>Letters from Rupert's Land, 1826-1840: James Hargrave of the Hudson's Bay Company</i>Michael Byers,<i>Who Owns the Arctic?: Understanding Sovereignty Disputes in the North</i>
Bibliographic record
Abstract
Emigration, Nation, Vocation is a sophisticated exploration of the place of settler emigration in the ideological spectrum of imperialism, as viewed through the lenses of literary representations o...
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.014 | 0.007 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".