THE HIGHER SIBERIAN ADMINISTRATION AND THE DEVELOPMENT OF MUSEUM AFFAIRS IN THE LATE 19TH - EARLY 20TH CENTURIES
Bibliographic record
Abstract
The article examines the activities of the higher Siberian administration as one of the key factors in the creation and development of museums in Siberia and the Far East in the last quarter of the 19th and the early 20th century. This chronological span is justified by the fact that it was precisely during this period that a ramified network of museums took shape in the Siberian region, and public interest in them, as well as the attention of central and local authorities, grew rapidly. Particular attention is paid to the involvement of provincial leaders in constructing museum buildings and providing museums with premises of their own. The article also discusses such forms of support as financial assistance and the donation of valuable collections and objects to museums. In conclusion, it argues that the engagement of the higher Siberian leadership in the development of museum affairs was not the result of a systemic state policy, but rather a manifestation of personal initiative, dependent on officials’ interest and their understanding of public needs.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".