XIX Pavlenkov Readings: Book Publishing in Russia in the 19th - early 20th century
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
The article presents information on the International scientific conference XIX Pavlenkov Readings held on 13-15 October, 2015 in the National Library of Russia, traditionally considering the history of book publishing in pre-revolutionary Russia of the 19th - early 20th century. The conference was devoted to I. Frolova - the historian-bibliognost, a quarter of century having led the Sector of bibliology of the National Library of Russia. At the plenary session and three sections (“History of publishing, History of book collections and rare books”, “History of censorship”) there were highlighted various aspects of book culture history of the Russian Empire: issues of publishing, bookselling, history of censorship, libraries, readership, bibliophilism, and book publishing in the province. Conference
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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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.010 | 0.029 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.011 | 0.217 |
| Open science | 0.009 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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