Bibliographic record
Abstract
Ludovico Ariosto (b. 1474–d. 1533), whose work links 15th-century humanism with the vernacular classicism that burgeoned later in the 16th century, is a crucial figure in the development of Italian Renaissance literary culture. An accomplished Neo-Latin poet whose earliest letter is a request for books on Platonism from the Venetian publisher Aldus Manutius (1498), Ariosto used his considerable knowledge of classical Latin literature to forge a literary corpus that blends ancient literary models with medieval ones to create an impressive example of vernacular classicism. No less than his contemporary Michelangelo Buonarroti did for art, Ariosto took the literary revival of Antiquity to new heights. Accordingly, Ariosto can be seen as a forerunner of Miguel de Cervantes and other vernacular prose artists whose critical recapitulations of medieval chivalric fiction under the influence of classical works and classicizing authors like Ariosto eventually led to the birth of the novel. For modern readers who are accustomed to the conventions of modern fiction, at times Ariosto sounds strangely familiar, even postmodern.
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.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.064 | 0.034 |
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".