Princes et nobles d'Allemagne des années 1920 à l'effondrement du IIIe reich
Bibliographic record
Abstract
Princes et nobles d’Allemagne des années 1920 à l’effondrement du IIIe reich 1918, en sonnant la défaite allemande et l’effondrement successif des monarchies fédérées par l’Empire de Guillaume II, passés les troubles de la révolution et l’établissement de la République, donnait aux princes nobles d’outre-Rhin ce que mille ans de Saint-Empire n’auraient rendu possible : le statut de citoyen susceptible de poser les choix politiques et moraux propres à la masse de leurs anciens sujets. Compromission ou refus, opposition ou service, vont dès lors caractériser l’action et l’attitude de plusieurs envers le III e Reich. Certains se déshonorèrent, d’autres rehaussèrent, en quelques années de dictature, le prestige de leurs maisons. Ombre et lumière, collaboration active ou souf-frances de la déportation : voici ce que vécurent ces hommes, ces femmes, souvent trop mal connus.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".