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
Bács, an Ottoman nahiye centre defended by a small garrison, was situated in the southernmost region of Hungary, the place of massive Serbian immigration. The town was left by its original Hungarian residents; its Muslim population, living in the two discrits of the fortress and the four civil mahalles, is known from the years around 1570 and 1578. About one quarter of the inhabitants were peasants, one sixth of them were men of religion, mainly cami personnel and sufis. 58 persons in 12 crefts around 1570, and 110 individuals in 33 crafts in 1578 testify to the relative importance of industrial activities. 25 tradesmen were engaged in transporting grain to Buda from the south. The town was preferred to Szeged by many sipahis of the same sancak as their abode. Unlike several Hungarian urban settlements and Ottoman centres in the northern parts of the country, Bács resembled a typical Ottoman kasaba.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.014 | 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