Palazzo Vecchio: View of main tower block seen from Piazza della Signoria
Bibliographic record
Abstract
Originally known as the Palazzo dei Priori and later as the Palazzo della Signoria and Palazzo Ducale, the 13th-century Palazzo Vecchio was built to house the Priori, the leaders of the guilds, following the establishment of the popular government in 1283. The new palace was an architectural statement of the new political order that followed the resolution of the fierce fighting between the Guelph and Ghibelline factions in the city. The Palazzo Vecchio (still the town hall of Florence) set the pattern for Central Italian civic architecture during the 14th century. The palace subsequently underwent many changes, both internally and externally. In the 15th century, when it was known as the Palazzo della Signoria, Michelozzo was charged with shoring up the internal courtyard and fortifying the tower, both of which were in danger of imminent collapse; the present courtyard is very different from the 13th-century original. This courtyard was decorated by Vasari, ca. 1572.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.058 | 0.009 |
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".