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
The text of the book consists of some 150 letters (out of a corpus of 2,500) written by the late nineteenth-century poet, critic, editor and journalist W.E. Henley, to various figures of the period, e.g. R.L. Stevenson, H. G. Wells, J.M. Barrie, William Archer, Rodin, Wilde, Kipling, Arthur Morrison, Alice Meynell, and Edmund Gosse. Letters are also included to other figures within Henley’s immediate circle, his wife Anna, his financial backer Fitzroy Bell, Charles Baxter the arbitrator in the quarrel between Henley and Stevenson, and his Edinburgh art collector friend Hamilton Bruce. Each letter is fully annotated. An introduction places Henley within the period and provides a biographical account of his life and literary work which is reflected in his letters. Of particular importance is the role of Henley as editor of London, the Magazine of Art, the Scots Observer and later the National Observer and the New Review.
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) | 0.007 | 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