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
In an all-too-brief professional career of approximately twenty years, Fitzgerald wrote 178 short stories, most of them for sale to commercial magazines of the 1920s and 1930s. Thirty-nine of these stories were collected in four separate volumes, one accompanying each of the four novels that Scribner’s published during Fitzgerald's lifetime: Flappers and Philosophers (1920) was the companion volume for This Side of Paradise (1920); Tales of the Jazz Age (1922) for The Beautiful and Damned (1922); All the Sad Young Men (1926) for The Great Gatsby (1925); and Taps at Reveille (1935) for Tender Is the Night (1934). In addition, he wrote a play, The Vegetable , published by Scribner in 1923, and scores of nonfiction pieces, many of which appeared in commercial magazines during his lifetime. At the time of his death he was working on an elaborately conceived novel, The Last Tycoon , which was published posthumously in 1941 as a fragment with Fitzgerald's own notes. When he was not writing for publication, Fitzgerald wrote about his life and about his observations on life in his ledger and in his notebooks, both of which are now available in book form. In spare moments he wrote letters – letters to Maxwell Perkins, his editor at Scribner; letters to his literary agent Harold Ober; letters to literary acquaintances, friends, and family – letters, often about his writing, that now fill four substantial volumes. Above all else, Fitzgerald was a writer, a literary artist, who shared early with Edmund Wilson his immodest goal of becoming “one of the greatest writers who ever lived” (Bruccoli, Some Sort of Epic Grandeur , 70).
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 | 0.001 | 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) | 0.000 | 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