Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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 1, edited by the German scholar G. M. Thomas (1817–87) and published in 1880, covers the period 1300–50. The first document, from 1301, refers to the gathering of troops for military action against Constantinople, while the last is a message from Pope Clement VI begging the doge to join a union against the Turks.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 it