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
"What a hobbling pace the Scottish Pegasus seems to have adopted in these days," grumbled William Wordsworth in a letter to R. P. Gillies (February 14, 1815). Wordsworth condemns the "insupportable slovenliness and neglect of syntax and grammar, by which James Hogg's writings are disfigured"; such solecisms may be "excusable in [Hogg] from his education, but Walter Scott knows, and ought to do, better." Both poets can be summarily dismissed: "They neither of them write a language which has any pretension to be called English." Wordsworth's complaint cuts across distinct if overlapping conceptions of the institutional framework of British Romantic literature: as a market, in which Scottish writing enjoys a notable success, and as a canon, from which it must be purged – on the grounds of a national deficiency, a linguistic unfitness "to be called English."
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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