Magnates and Military Contracting in Hungary after 1648
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
In the 1650s about a quarter of the new peacetime standing army of the Habsburg Monarchy (<italic>c.</italic> 5000 soldiers) served for a time in one of the castles on the Hungarian-Ottoman frontier. Organising the upkeep of these soldiers was coordinated by the central authorities in Vienna with the collaboration of the Bohemian and Austrian lands as well as the Hungarian Estates. The kingdom of Hungary – a theatre of war since the 1520s – participated in the Habsburg fiscal-military state primarily through the provision of resources in kind (grain and wine), rather with taxes paid in cash. Contractors drawn from among Hungarian magnates and military officers played a key role in this business.
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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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.018 | 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