Bibliographic record
Abstract
Colonel G.W.L. Nicholson's Canadian Expeditionary Force , 1914-1919 was first published by the Department of National Defence in 1962 as the official history of the Canadian Army’s involvement in the First World War. Immediately after the war ended Colonel A. Fortescue Duguid made a first attempt to write an official history of the war, but the ill-fated project produced only the first of an anticipated eight volumes. Decades later, G.W.L. Nicholson - already the author of an official history of the Second World War - was commissioned to write a new official history of the First. Illustrated with numerous photographs and full-colour maps, Nicholson’s text offers an authoritative account of the war effort, while also discussing politics on the home front, including debates around conscription in 1917. With a new critical introduction by Mark Osborne Humphries that traces the development of Nicholson’s text and analyzes its legacy, Canadian Expeditionary Force , 1914-1919 is an essential resource for both professional historians and military history enthusiasts.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.015 | 0.005 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.030 | 0.005 |
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".