Britannia's Shield: Lieutenant-General Sir Edward Hutton and Late-Victorian Imperial Defence
Bibliographic record
Abstract
Britannia's Shield: Lieutenant-General Sir Edward Hutton and the Late-Victorian Imperial Defence presents an in-depth, international study of imperial land defence prior to 1914. The book makes sense of the failures, false starts and successes that eventually led to more than 850,000 men being despatched from the Dominions to buttress Britain's Great War effort – an enormous achievement for intra-empire military cooperation. Craig Stockings presents a vivid portrayal of this complex process as it unfolded throughout the late-Victorian Empire through a biographical study of Lieutenant-General Sir Edward Hutton. As a true soldier of the Empire, the difficulties and dramas that followed Hutton's career at every step – from Cairo to Sydney, Aldershot to Ottawa, and Pretoria to Melbourne – provide key insights into imperial defence and security planning between 1880 and 1914. Richly illustrated, Britannia's Shield is an engaging and entertaining work of rigorous scholarship that will appeal to both general readers and academic researchers.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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".