Bibliographic record
Abstract
The Turner Letters cover the years 1830-45 and give a lively view of life in a rural village in times of upheaval. The Turner Letters originated in Milton Ernest in Bedfordshire. They travelled to St Andrews in New Brunswick, Canada, to Thomas Turner, brother of John, the principal writer. They survived the journey by sailing boat and later steam ship. In the 1980s they returned to England and were bought by the Bedfordshire Record Office, so they are now housed a few miles from where they were written. The Turner Letters cover the years 1830-45 and give a lively view of life in a rural village in times of upheaval. The main writer of the letters, John Turner, was a Methodist baker, whose father ran a farm. John's religion and his hatred of the Church of England colours his writing. John Turner's sharp insights cover a number of the major issues of the day such as the Reform Bill, the New Poor Law and rural unrest as well as local issues such as the establishment of fox hound kennels in the village. His description of the villagers in 1834 is particularly valuable, bringing them to life and giving a real sense of what life in Milton Ernest was actually like. John's brother, Thomas, was a merchant in a small Canadian port close to the United States border. Part of the correspondence relates to Thomas's suppliers and gives an idea of the precariousness and danger of the passage from England to Canada and the difficulties of setting up a new business overseas. Above all the Turner letters tell human stories. The tragedy of the drowning of Susannah, Thomas's wife, in 1834 is revealed in graphic newspaper descriptions. John and Thomas Turner's sister was abused by her alcoholic husband. John's own life was frustrating, initially coping with his housekeepers and later, when he gave up his bakery and returned to his father's farm, coping with an aged and obstinate man, who did not appreciate him.
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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 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.012 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.480 | 0.319 |
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".