Bibliographic record
Abstract
Many years ago, Arthur J. May wrote, “Only the Bucovina provided a patch of blue in the beclouded nationality sky of Austria.” Without going into the comparative aspect of this assertion, the object of this study is to ascertain to what extent May's statement correctly reflects the complex relationships of the ethnoculrural or national groups in Bukovina. How blue was the sky really? Acquired by Austria in 1774–75, Bukovina prior to 1918 was a small Crownland in the northeastern corner of the Austrian Empire. It bordered on Hungary, Romania, the Russian Empire, and the Austrian province of Galicia. Its area was about 410,000 square kilometers, and its population in 1910 was just over 800,000. Some of the land was rolling and fairly fertile countryside, especially in the north and east, merging into the foothills that in turn gave way to the Carpathian Mountains in the south and west. Much of Bukovina was forested. The estates of the large landowners, sometimes with a palace or large manor house, stood in glaring contrast to the small landholdings of the peasantry and their cramped housing. The capital, Czernowitz (Chernivtsi), with a population in 1910 of around 87,000, was the only sizable city.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.004 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".