Bibliographic record
Abstract
This two-volume work contains documents from the Venetian state archives from the period 1300–1454. They refer to Venice's dealings with her own empire across the eastern Mediterranean and with foreign powers, including Turkish sultans and Byzantine emperors. At that time, Venetian power was at its zenith (the doges boasted of being rulers of 'one-quarter and one-half of a quarter of the whole world'), but there were dangers to Venetian naval and mercantile supremacy from the continuous advance of the Ottoman Turks across the territory formerly ruled from Constantinople. Volume 2, covering the period 1351–1454, was prepared for the press by Riccardo Predelli (1842–1909) after the death of G. M. Thomas (1817–87), and published in 1899. The final two documents are a declaration of peace with Venice by Sultan Mehmed II in 1451, and a peace treaty with Ibrahim Bey in 1454: between those dates, Constantinople had fallen.
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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 | 0.000 | 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 | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.156 | 0.062 |
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".