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.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.076 | 0.026 |
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".