Public educational initiatives in the sphere of culture of Eastern Siberia on the pages of Siberian newspapers in the last quarter of XIX – beginning of XX centuries
Bibliographic record
Abstract
The object of this research is the reflection in Siberian press of the last quarter of XIX – beginning of XX centuries of civil educational initiatives in Eastern Siberia. In this time, local press created the image of Siberian reality, and actively formed public opinion on the new sociocultural phenomena. The subject of this research is the public educational initiatives in the sphere of culture of Eastern Siberia on the pages of Siberian newspapers in the last quarter of XIX – beginning of XX centuries. The goal consists in determination of substantive components that frame public opinion on the implementation of educational initiatives in the sphere of culture. The relevance of the selected topic is defined by the fact that periodical press contributed not only to information awareness, but also to mobilization of intelligentsia to resolve topical issues of education. Historiography is based on the newspaper materials, published and archival materials. Newspapers of liberal trend enjoyed most popularity, since they not only reflected the modernization processes in the sphere of culture, but also framed public opinion. The author outlines several themes that became thematic dominants based on the frequency of mentioning: the urgent need for Eastern Siberia (in the context of absence of Zemstvo) to show public and private initiative in the sphere of culture and its reliance on the number of educated people; characteristics of government policy; role of officialdom; discreteness of public initiatives and its factors; higher purpose of educational institutions; need for active innovative leader; need for systematic and coordinated work of various voluntary organizations in the sphere of culture. According to the press, successful realization of civil sociocultural initiatives required the presence of several factors; each of them to a greater or lesser degree determined the consolidation of innovations in sociocultural environment and dynamics in the development of civil initiatives in the sphere of culture.
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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 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".