SCHULZ, Günther, DENZEL, Markus A., Deutscher Adel im 19. und 20. Jahrhundert. Büdinger Forschungen zur Sozialgeschichte 2002 und 2003
Bibliographic record
Abstract
Encore un livre sur la noblesse allemande ! Si le chercheur intéressé peut se réjouir de ce regain d’intérêt pour la noblesse qui se manifeste actuellement en Allemagne, cet ouvrage issu de deux colloques organisés par la Ranke-Gesellschaft déçoit quelque peu les attentes. Une problématique d’ensemble très diffuse réunit des contributions d’inégale valeur, parfois peu innovatrices dans leurs présupposés méthodologiques, voire sans apport tangible. Nous présenterons donc les articles qui se si...
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How this classification was reachedexpand
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.017 | 0.027 |
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; both teacher heads 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".