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
Abstract This is the first new edition of Hemingway's The Sun Also Rises since its publication in 1926. A visually attractive and readable volume, it includes useful material such as early drafts of the novel and the discarded opening chapter that Hemingway cut at the urging of F. Scott Fitzgerald. What is disappointing is what is missing, notably a statement of editorial principles, as well as footnotes elucidating dated references and now-obscure allusions. Unfortunately, this “new” Sun has been edited, not by scholars, not by the professionals whom Hemingway admired, but by amateurs—family members who have not bothered to keep current with Hemingway scholarship and criticism. Not only are “Works Cited” and “Suggestions for Further Reading” lacking; so is any recognition in editor Seán Hemingway's “Introduction” that new and persuasive readings of Sun have emerged in the last quarter century.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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