Mediennetzwerk und Nachrichtenwesen. Papier, Post, Druck, Vertrieb
Bibliographic record
Abstract
The Media Network and the Communication System. Paper, Post, Printing, and the Book Trade. In the 18th century, the media space of Austria under the Enns was undoubtedly concentrated on the centre of Vienna in terms of production, consumption, and distribution. Nevertheless, in the Lower Austrian hinterland, regional media locations developed in the late 17th and early 18th century which were not insignificant as a production and industrial location for the imperial capital. For example, several paper mills existed in the Lower Austrian hinterland, with the Quarter over the Manhartsberg (today’s “Waldviertel”) and the Quarter under the Wienerwald (today’s “Industrieviertel”) in particular emerging as significant regions. The Lower Austrian towns of Krems, Retz, Horn, and Wiener Neustadt emerged in the course of the 18th century as regional printing locations. Post offices, inns and taverns, and weekly and annual markets functioned as important communication and information hubs. The flying and stationary book trade supplied the early modern media public with both ad-hoc and periodical printed works. Keywords: printers and publishers, censorship, printing privileges, media system, news
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.005 |
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; both teacher heads agree on what is shown here.
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".