Towards an archaeology and geography of Second World War German munitions storage sites in north-west 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
This paper reviews the signature characteristics of extant Second World War German army munitions storage landscapes in forested areas of north-west Europe with particular reference to sites in north-west France and the Netherlands. Archaeological survey, aerial photographs and documentary archives show the geography of munitions sites exhibit a regulated pattern of bunker disposition and spacing that is adapted to local road configurations and terrain. Non-hardened bunkers form the predominant feature in munitions depots and conform to a five-/six-fold typology defined by non-invasive survey and excavated examples from the Netherlands. The typology reflects an evolution of storage protocols towards all-round protection from the effects of weather and blast, but also reveals variation in size, structural characteristics and function that poses questions for further study. It is anticipated that these results will be of diagnostic value in future Second World War conflict archaeological survey of German military support structures in formerly occupied territories.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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