Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
These studies are absorbing explorations of domestic service through single families, in each case primarily through the writings of the master or mistress. The story of Phoebe Beatson, as told by Steedman, arises from the voluminous archive created by the Revd John Murgatroyd in the West Riding parish of Slaithwaite. Murgatroyd, the son of a Halifax blacksmith, became a schoolmaster, and was ordained a priest in 1755. He held a curacy for some years but never succeeded in gaining a benefice, so performed the services of a peripatetic Anglican preacher for the rest of his life. Phoebe Beatson went to work for John Murgatroyd and his wife Ann in 1785, at the age of nineteen. Phoebe's mistress died in 1797, whereupon Murgatroyd's sister came to live with him until her death four years later. But while her two mistresses may have had more contact with Phoebe than Murgatroyd did, she...
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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 it