Frontiers of Civilization in the Age of Mass Migration from Eastern Europe
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
Abstract Between the 1870s and 1914, tens of thousands of peasants left Austria-Hungary’s easternmost provinces of Galicia and Bukovina, heading for the Americas. This article places this episode in the context of contemporary global labour migrations while also emphasizing the distinctive characteristics of this mass exodus. Unlike most migrants around the world, Galicians and Bukovinans emigrated overseas rather than internally; their destinations included the United States, Canada, Brazil and Argentina. By moving, the migrants transformed from objects of Austria’s ‘civilizing mission’ in its eastern borderlands into vehicles for multiple, competing imperial expansion and civilizing projects overseas. From an obstacle to Austria’s ambitions to modernize its eastern periphery, the peasant migrants turned into a disputed resource, simultaneously expanding and threatening Austria’s sovereignty. Paradoxically, because they were less economically developed and more peripheral than their counterparts elsewhere in the empire, Galicians and Bukovinans were more sensitive to shifts in global labour markets than to the policies imposed by their own state officials.
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) | 0.000 | 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