Boys and Girls in No Man's Land: English-Canadian Children and the First World War
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
Boys and Girls in No Man's Land examines how the First World War entered the lives and imaginations of Canadian children. Drawing on educational materials, textbooks, adventure tales, plays, and Sunday-school papers, this study explores the role of children in the nation's war effort.Susan R. Fisher also considers how the representation of the war has changed in Canadian children's literature. During the war, the conflict was invariably presented as noble and thrilling, but recent Canadian children's books paint a very different picture. What once was regarded a morally uplifting struggle, rich in lessons of service and sacrifice, is now presented as pointless slaughter. This shift in tone and content reveals profound changes in Canadian attitudes not only towards the First World War but also towards patriotism, duty, and the shaping of the moral citizen
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) | 0.001 | 0.000 |
| Bibliometrics | 0.012 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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