Building Urban Community in Late Imperial Russia: Early Twentieth-Century Kopeck Newspapers as Local Institutions
Bibliographic record
Abstract
This paper explores the community functions of the penny press in the cities of the Russian Empire in the early twentieth century. Cheap tabloid newspapers facilitated the social needs of residents in the empire’s growing cities and towns, easing the ebb and flow of daily urban life by offering a forum for mass communication, fostering public dialogue, and acting as institutions of public assistance and small-scale charity, albeit always in ways mediated by the desires and preferences of journalists, editors, and publishers. In so doing, they helped readers and local community members bring order to the chaos of urban life in a time of rapid migration and urbanization. By exploring these community functions, this article furthers our understanding of both the potential social and institutional roles of urban newspapers and the specific role played by popular journalism in the cities of the autocratic Russian Empire.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.008 | 0.008 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.000 | 0.006 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".