Farinata degli Uberti: revisione delle fonti e nuovi contributi
Bibliographic record
Abstract
Il contributo presenta ed esamina le fonti documentarie, cronachistiche e annalistiche incentrate sulla figura di Manente, detto Farinata, degli Uberti. La loro analisi complessiva delinea gli elementi essenziali della biografia di un personaggio che, alla metà del Duecento, è stato uomo di spicco della sua consorteria, tra i principali capifazione ghibellini e protagonista della politica fiorentina e italiana per circa un quarto di secolo. The contribution presents and examines the documentary, chronicle and annal sources centred on the figure of Manente, known as Farinata, degli Uberti. Their overall analysis outlines the essential elements of the biography of a character who, in the mid-13th century, was a leading man in his consortium, one of the main Ghibelline leaders and a protagonist in Florentine and Italian politics for about a quarter of a century.
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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.009 | 0.017 |
| Scholarly communication | 0.012 | 0.006 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.008 | 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".