The Battle of the Seelow Heights, April 1945: conflict archaeology in the forests of Eastern Brandenburg, Germany
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
During the final days of World War II, the Red Army’s Berlin Operation culimnated in the capture of the Reich’s capital and the unconditional surrender of the Wehrmacht. Between 16 and 19 April 1945, the most intense fighting of the operation ensued in what is now called the Battle of the Seelow Heights. Due to the vast quantities of men and matériel involved in the fighting, an extensive militarised landscape has developed within the forests of East Brandenburg that has largely evaded archaeological scrutiny. A combination of airborne laser scanning data, archival research, and GIS-analysis reveals a highly diverse archaeological assemblage, including trenches, firing positions, dugouts, logistics facilities, along with other types of war- and conflict-related infrastructure. This unprecedented degree of preservation distinguishes the Seelow battlefield from other WWII contexts in Europe and provides a unique opportunity to investigate the combat activities and supply infrastructures of two combatting forces.
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 | 0.004 | 0.001 |
| 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 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it