Bibliographic record
Abstract
The Wehrmacht established Frontstalag 133 on July 20, 1940, and disbanded it on August 16, 1944. It received several different field post numbers (Feldpostnummer): 32 312, assigned between April 28 and September 19, 1940, struck between March 1 and September 7, 1942; 18 129 D, assigned between January 10 and September 29, 1943, struck on December 28, 1944; 11 750 Z, assigned between January 10 and September 26, 1943, struck on January 30, 1945; and 64 674, assigned on December 4, 1944. Frontstalag 133 was one of eight prisoner of war (POW) camps in France that existed until the end of the German occupation. Headquartered initially in the city of Rennes (map 1), an important traffic junction on the eastern side of Brittany, Frontstalag 133 absorbed all other camps from Normandy to the lower Loire valley, including Frontstalags 132 (Laval), one part of 135 (Quimper), 181 (Saumur), and 232 (Savenay), before April 1942. After this consolidation process, Frontstalag 133 was the largest 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 | 0.000 |
| 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 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.418 | 0.217 |
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".