MUNICIPAL SELF-GOVERNMENT OF DNIPRO UKRAINE OF THE LAST QUARTER OF 18th – EARLY 20th CENTURY IN THE HISTORICAL DISCOURSE OF THE EMPIRE ERA
Bibliographic record
Abstract
The extent of scientific development of the history of municipal self-government in Dnipro Ukraine of the last quarter of the 18th – early 20th century has been analyzed. An essential condition for the establishment of civil society in Ukraine is effective local self-government. Municipal self-government plays a key role as one of its subjects in today's urban world. It has been determined that the historiography of this problem is represented by a considerable historiographic massif. During the imperial era, many scientific and popular educational works of local, reference and historical, and journalistic nature were accumulated. They presented the problems of the history of municipal self-government with different levels of completeness. It was found out that in the centre of attention of scientists, first of all historians and jurists, were various issues of history of creation, formation and activity of municipal self-government, reasons of changes of legislative acts concerning self-governing institutions, relations of municipal government with state authorities, the main of which were in the sphere of power distribution. It was found that a specific feature of the first chronological stage was the dominance of the formal legal approach and a constricted source base of research. That did not allow authors to go beyond comments and descriptions of legislative acts. A characteristic feature of the research approach of the authors of works on the history of municipal self-government of the second and third stages is, firstly, the predominance of legal and specific-historical approaches to the coverage of the topic. Secondly, there was certain ambiguity and fuzziness of conceptual and categorical apparatus which conditioned insufficient depth of theoretical analysis of the problem. At the same time, scholars of the imperial era laid a solid scientific foundation for the study of this institution by modern authors.
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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 | 0.001 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".