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
John Galt (1779-1839) was among the most popular and prolific Scottish writers of the nineteenth century. He wrote in a panoply of forms and genres about a great variety of topics and settings, drawing on his experiences of living, working, and travelling in Scotland and England, in Europe and the Mediterranean, and in North America. While he is best known for his humorous tales and serious sagas about Scottish life, his fiction spans many other genres including historical novels, gothic tales, political satire, travel narratives, and short stories. The Edinburgh Edition of the Works of John Galt is the first-ever scholarly edition of Galt’s fiction; it presents a wide range of Galt’s works, some of which have never been reprinted. The series contains authoritative texts together with materials that add to an appreciation of Galt’s historical context, his cultural heritage, and his overall importance within literary history. Editorial Board Series Editor - Angela Esterhammer, University of Toronto Gerard Carruthers, University of GlasgowIan Duncan, University of California, BerkeleyPenny Fielding, University of EdinburghSuzanne Gilbert, University of StirlingRegina Hewitt, University of South FloridaAlison Lumsden, University of AberdeenKatie Trumpener, Yale University
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 | 0.000 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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