TYPOLOGY OF THE CITIES OF DNIPRO UKRAINE IN THE LAST QUARTER XVIII – BEGINNING OF THE XX CENTURY IN THE SCIENTIFIC DISCOURSE OF THE EMPIRE ERA
Bibliographic record
Abstract
The article presents the analysis of historiographical achievements made by the scientists of the imperial era in such important methodological aspects of the historical study of the cities of Dnipro Ukraine in the last quarter of XIX – beginning of XX centuries as scientific definition of the concept of «city», its typology and functional purpose. It has been grounded that the works of pre-Soviet authors laid the foundations for defining basic concepts of one of the most complex and multidimensional objects of scientific study, which is a city. Being in close relationship, these concepts form terminological and conceptual system used by historical science. The problem of the content of basic concepts is caused by the existence of various forms of urban settlements and the reflection of the phenomenon of the city in the public consciousness, administrative and demographic statistics, from where it was introduced into science. As a result of historiographic analysis, it has been established that only certain aspects of urban issues have been covered in the works of modern scholars, including scientific definition of the concept, typology and functional purpose of the city. In pre-Soviet literature, the concept of the «city» was associated with a settlement that had a legal status and large population, mostly employed in trade and industry. At the same time, the thesis was formed about the identity of the concepts of «city» and «trade and industrial centre», which became dominant in the second half of the nineteenth century. This fact made most researchers to follow W. Sombart in recognizing cities only «in the economic sense». Scientists generally recognized the weakness of the urban policy of the Russian autocracy, which was primarily guided by administrative needs. And some scientists have tried to come up with their own vision of the criteria according to which a particular settlement can be considered to be a city.
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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 | 0.002 | 0.003 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.004 |
| 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".