Bibliographic record
Abstract
The Wehrmacht established Frontstalag 132 on July 20, 1940, and disbanded the camp on May 15, 1941, making it the basis of Dulag 132. Frontstalag 132 received field post number (Feldpostnummer) 31 979 between April 28 and September 14, 1940; the number was struck between July 31, 1942, and February 9, 1943. Frontstalag 132 was an important camp in the first phase of the German occupation of France. In early 1941, it held approximately 10,000 French prisoners, half in Laval (Mayenne) and the other half in Mulsanne (map 1). The camp in Laval was located in the Schneider Barracks (Caserne Schneider). The camp in Mulsanne was also a French barracks, which had been occupied by British troops in 1939 and 1940. After the arrival of German troops in June 1940, Mulsanne was part of Frontstalag 203, which was headquartered in Le Mans, but it was integrated into Frontstalag 132 before April 1941. In the winter and spring of 1941, the camp in Laval was severely overcrowded. In March 1941, the c...
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.688 | 0.498 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".