William Ogilvie, the Klondike Borderlands and the Making of the Canadian West
Bibliographic record
Abstract
This article focuses on William Ogilvie, the Canadian Dominions Surveyor and Commissioner of the Yukon during one of the most formative periods in Canadian history—the opening of the Yukon Territories during the Klondike Gold Rush. By the mid-1890s, Canadian and American miners flooded the Yukon–Alaska border in search of gold. The mass migration of American miners created anxieties among Canadian officials who believed Americans would forcibly annex the Yukon Territories. In light of this, Ogilvie was tasked with clarifying the contested boundary line and establishing economic links across the Atlantic to Great Britain in order to secure the Canadian boundary and maintain Canadian authority on the frontier. In 1898, Ogilvie left for Great Britain to tie Canada more closely to the British Empire and, effectively, sell the Yukon to potential British investors. This article thus speaks to issues in the North American borderlands and Atlantic history.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.018 | 0.014 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".