Bibliographic record
Abstract
The Zsolnay Porcelain Manufacture was the most important industrial unit in Pecs. The working class was the most determinative social group in the free royal city. The most factories were founded in the middle of the 19th century. Thanks to the industry became Pecs the economical centre of the South Transdanubian Region. The Zsolnay Porcelain Manufacture was founded by Vilmos Zsolnay in the 1860s. Vilmos Zsolnay was a very talented merchant, who bought his brother’s small manufactory, which became a word famous porcelain manufacture. Vilmos Zsolnay experimented a lot of new technologies, and made new types of ceramics like porcelain-fayance and eosin. Until his death he got more than twenty international prize. After the Word War II the socialist state conficted the manufacture, which was the end of the Zsolnay Porcelain Manufacture’s vicissitude. In the 1990s the state tried to sell the manufacture, but thanks to the state’s bad economical position it failed. In 2006 Pecs won the title of European Capital of Culture in 2010, and the city built the Zsolnay Cultural Quarter.
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 | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.046 | 0.008 |
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".