Environmental Chauvinism in the Prussian East: Forestry as a Civilizing Mission on the Ethnic Frontier, 1871–1914
Bibliographic record
Abstract
The Tuchel Heath (Tucheler Heide, Bóry Tucholskie) and Kashubia (Kassubei, Kaszuby), the two regions comprising the geographical region known as Pomerelia (roughly the area of the “Polish Corridor”), came into Prussian possession with annexations from Poland in 1772, when Friedrich II seized most of what would become the provinces of Poznania and West Prussia from the ailing Polish Republic. These territories, some liked to imagine, resembled the North American frontier. Friedrich II apparently compared it to Canada and “jokingly named the inhabitants his Iroquois.” Gustav Freytag immortalized Friedrich's arrival on the frontier in his workBilder aus der deutschen Vergangenheit, characterizing the place as “an abandoned land, without law, without authority; it was a wasteland.” Certainly, the harsh climate, the sprawling pine forests and barrens, and the impoverished populace suggested a certain affinity. In one description of the region from 1879, the author depicted the Slavic game poacher “as a red Indian on the warpath.”
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.
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 | 0.000 | 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 | 0.008 | 0.008 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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 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".