The War Diaries of General David Watson
Bibliographic record
Abstract
The diary of David Watson, who rose through the officer ranks to command one of the four divisions in the Great War, is an exceptional document that details with candid insight the responsibilities of senior command and shows the talent required to rise through the CEF to divisional command. The only published diary of a Canadian who held this rank in the last two (critical) years of the war, it focuses on the evolution of military leadership and associated challenges that Watson (and his peers) faced during the Great War. It recounts how he navigated not only the military battlefield in France and Belgium but also the political battlefield of the Canadian Expeditionary Force and larger British Expeditionary Force. The divisional commanders played a central role in the Corps’ transformation into a first-rate professional army, a transformation that coincided with Watson’s tenure at the 4th Division. Major-General David Watson’s personal accounts offer valuable insights into the innermost workings of the Canadian Corps at various stages during the war and in particular its emergence as an elite fighting force and the pride of a nation
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.051 | 0.026 |
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".