Bibliographic record
Abstract
This book explores the world of women who married, or dealt with British soldiers below the rank of officer during the nineteenth century, including fiancées, wives, mothers, sisters, and daughters, as well as the prostitutes they consorted with. It examines women's experiences over the time cycle of a soldier's service. It considers women's finances, how they struggled to make ends meet and how they appealed to the government for support, including in widowhood and after a soldier's service had been completed. It discusses how soldiers' women were viewed in the press, in literature and in society more widely, highlighting in particular issues concerning morality and independence, and outlines how the Crimean War and its aftermath brought about extensive army reforms and also a sharp revision of the reputation of soldiers' wives. The book includes an exploration of soldiers' relations with prostitutes and how prostitutes were regulated, and a consideration of the impact on soldiers' wives of physical arrangements such as barracks, and overall provides much insight into the nature of plebeian life in the nineteenth century. The women portrayed often emerge as exceptionally resolute, independent and canny.
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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 | 0.002 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 0.004 |
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".