Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The first comprehensive history of the Aboriginal First World War experience on the battlefield and the home front.When the call to arms was heard at the outbreak of the First World War, Canada’s First Nations pledged their men and money to the Crown to honour their long-standing tradition of forming military alliances with Europeans during times of war, and as a means of resisting cultural assimilation and attaining equality through shared service and sacrifice. Initially, the Canadian government rejected these offers based on the belief that status Indians were unsuited to modern, civilized warfare. But in 1915, Britain intervened and demanded Canada actively recruit Indian soldiers to meet the incessant need for manpower. Thus began the complicated relationships between the Imperial Colonial and War Offices, the Department of Indian Affairs, and the Ministry of Militia that would affect every aspect of the war experience for Canada’s Aboriginal soldiers.In his groundbreaking new book, For King and Kanata,Timothy C. Winegard reveals how national and international forces directly influenced the more than 4,000 status Indians who voluntarily served in the Canadian Expeditionary Force between 1914 and 1919—a per capita percentage equal to that of Euro-Canadians—and how subsequent administrative policies profoundly affected their experiences at home, on the battlefield, and as returning veterans.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it