Bibliographic record
Abstract
Simon Gilson explores Dante's reception in his native Florence between 1350 and 1481. He traces the development of Florentine civic culture and the interconnections between Dante's principal 'Florentine' readers, from Giovanni Boccaccio to Cristoforo Landino, and explains how and why both supporters and opponents of Dante exploited his legacy for a variety of ideological, linguistic, cultural and political purposes. The book focuses on a variety of texts, both Latin and vernacular, in which reference was made to Dante, from commentaries to poetry, from literary lives to letters, from histories to dialogues. Gilson pays particular attention to Dante's influence on major authors such as Boccaccio and Petrarch, on Italian humanism, and on civic identity and popular culture in Florence. Ranging across literature, philosophy and art, across languages and across social groups, this study fully illuminates for the first time Dante's central place in Italian Renaissance culture and thought.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.015 | 0.018 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".