Book Marks of the Personal Library of the German Bibliophile Prince George of Anhalt
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
For many years, the Rare Books Department (Book Museum) of the Russian State Library has been conducting up-to-date work on the description of ex-libris, which contributes to the disclosure of the Department’s collections. The main goal of this research is to identify, record, study, publish, and thereby show the variety and richness of the ownership marks found on books. This article is devoted to the book marks of the German bibliophile Prince George III of Anhalt (1507—1553) from the collection of the Russian State Library. In the Russian-language research literature, Prince George’s book marks have not been considered before. The highly valued private library, later named after the owner — “Georgs-Bibliothek”, used to be part of the Land Library in Dessau (Germany). A small part of this famous book collection came after World War II to the V.I. Lenin State Library of the USSR and is now stored in the Book Museum. On the example of the small fragment of Prince George’s famous library, the article traces the gradual appearance and development of the unique ex-libris of this collection, reveals the literary and bibliophile interests of the owner, and establishes the circle of his communication. In the course of the study, about a hundred owner’s marks were recorded, thanks to which there were identified more than 120 publications from the personal collection of Prince George of Anhalt. The article presents the main types of its ex-libris (handwritten, gift, and super-ex-libris), which are reproduced and described in detail.
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Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Not applicable | low |
| gpt | no category Domain: not available · Genre: Other About the Canadian research system: no · About a Canadian topic: no | Not applicable | low |
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 it