Bibliographic record
Abstract
Abstract After signing an armistice agreement on 22 June 1940, Adolf Hitler placed the German army in charge of occupied France and ordered the military government to supervise the Vichy regime and maintain security. Viewing World War II as a struggle between nation‐states, the military commander in France, Otto von Stülpnagel, cultivated French support, placed industrial resources at the disposal of the German war effort, and maintained ‘security’ by capturing enemy soldiers and Allied spies. Initially barred from the Hexagon, Göring's Office of the Four Year Plan, Himmler's SS, and Ribbentrop's Foreign Office adopted an expanded definition of security, argued that the Reich had to combat the so‐called Jewish conspiracy to maintain order, and secured Hitler's favor. In conjunction with Alfred Rosenberg and the French government, they launched an anti‐Semitic campaign of defamation, discrimination, and despoliation. Hitler used assassinations as a pretext for genocide and ordered subordinates to answer resistance activity with deadly reprisals and massive deportations that focused on Jews. Stülpnagel condemned anti‐Semitic measures and disproportionate hostage executions as impolitic distractions and resigned his command. Astute political tactics helped the Himmler seize control of German security forces but alienated the military government and, later, the Vichy regime. With limited support from French and German colleagues, the SS could only deport 75,000 French Jews: Fritz Sauckel's labor organization impressed approximately 850,000 workers into the German war economy by cooperating with French and German colleagues. Accommodation explains divergent results of select German policies, clarifies the inner workings of the Nazi regime, and elucidates decisions made by Prime Ministers Pierre Laval and François Darlan.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.661 | 0.396 |
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".