Bibliographic record
Abstract
In 1807 genteel, Bermuda-born Fanny Palmer (1789–1814) married Jane Austen's youngest brother, Captain Charles Austen, and was thrust into a demanding life within the world of the British navy. Experiencing adventure and adversity in wartime conditions both at sea and onshore, the spirited and resilient Fanny travelled between Bermuda, Nova Scotia, and England. For just over a year, her home was in the city of Halifax. After crossing the Atlantic in 1811, she ingeniously made a home for Charles and their daughters aboard a working naval vessel and developed a supportive friendship with his sister, Jane. In Jane Austen's Transatlantic Sister Fanny's articulate and informative letters – transcribed in full for the first time and situated in their meticulously researched historical context – disclose her quest for personal identity and autonomy, her maturation as a wife and mother, and the domestic, cultural, and social milieu she inhabited. Sheila Johnson Kindred also investigates how Fanny was a source of naval knowledge for Jane, and how she was an inspiration for Austen's literary invention, especially for the female naval characters in Persuasion. Although she died young, Fanny's story is a compelling record of female naval life that contributes significantly to our limited knowledge of women's roles in the Napoleonic Wars. Enhanced by rarely seen illustrations, Fanny's life story is a rich new source for Jane Austen scholars and fans of her fiction, as well as for those interested in biography, women's letters, and history of the family.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.009 | 0.003 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.013 | 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".