Shifting Lines, Entangled Borderlands: Mobilities and Migration along the Prussian Eastern Railroad
Bibliographic record
Abstract
Tracing multiple mobilities, entangled borderlands, microhistory and space, and human and nonhuman actors, Jan Musekamp demonstrates how an inner-Prussian railroad line turned into a transnational force, overcoming borders and connecting Europeans in a time of rising nationalism. Shifting Lines, Entangled Borderlands investigates the dichotomy between a globalizing world and tighter border control in nineteenth-century Central and Eastern Europe, focusing on the Royal Prussian Eastern Railroad (Ostbahn) between the 1830s and 1930s. The line was initially planned as a major internal modernizing project to connect Prussia's capital of Berlin to East Prussia's provincial capital of Königsberg (today's Kaliningrad). Soon, the Ostbahn connected to the growing Imperial Russian railroad network, thus becoming a backbone of European East-West transportation in trade, tourism, technological exchange, and migration. The First World War temporarily disrupted and reconfigured existing networks, adapting them to new political regimes and borders. However, World War II and its aftermath altered mobility patterns more permanently, dividing not only the Ostbahn tracks but the whole continent for decades to come. From border towns and major cities to unique structures, such as stations or bridges, this volume analyzes the obvious and not-so-obvious nodes of the Central and Eastern European rail network--and the spaces in between.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".