Bibliographic record
Abstract
During the peak of his contemporary popularity, F. Scott Fitzgerald lived abroad – mostly in France – for five years and eight months, much of that time pursuing a frenzied social life that impeded his literary work. His European travels included lengthy stays from May 1924 through the end of 1926 and then from March 1929 through September 1931, as well as a five-month sojourn in mid-1928. On foreign shores he experienced misery and elation: his wife Zelda's romance with French aviator Edouard Jozan; completion, publication, and celebration of his third novel, The Great Gatsby (1925); new friendships with Ernest Hemingway and with Gerald and Sara Murphy; innumerable alcoholic binges and embarrassments; false starts on a fourth novel and increasing self-doubts; domestic rivalry and acrimony; Zelda's first nervous breakdown and treatment; his hotel life and fugitive magazine fiction. Only after returning to the United States did Fitzgerald publish Tender Is the Night (1934), a work that despite its flaws plumbs the paradoxes of desire more profoundly than did Gatsby . Understandably, Tender has preoccupied scholars and biographers seeking insight into the author's life abroad, for its thinly veiled treatment of the Fitzgeralds' domestic calamities, set against the crazy violence of postwar Europe, reveals much about the author's own identification with expatriate culture. But the many short stories set at least partly in Europe likewise merit closer attention, less for their biographical connections than for their representations of the American migration to Europe after World War I.
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.018 | 0.011 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.012 | 0.003 |
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".