Sentences: The Memoirs and Letters of Italian Political Prisoners from Benvenuto Cellini to Aldo Moro
Bibliographic record
Abstract
festival's visual delight, Poliziano's words assuming preeminence only in an afterlife accorded the work by the printing press and erudite reader.The three essays on La figlia di Iorio, Gabriele d'Annunzio's rustie tragedy first produced in 1904, offer a rich portrait of the Italian theatrical, intellectual and artistic world at the turn of the century.A history of the production of the work, from its reading by d'Annunzio for the original cast of actors and tragic recitation by Eleonora Duse in her bed when she realized that she would not play the part of Mila, to the present, is discussed in an essay by Enzo Zappulla.Zappulla's citation of letters and reviews bring immediacy and intimacy to his analysis.The tragedy met with enormous success, both in Italian and in the Sicilian translation
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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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.008 | 0.004 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".