Issues of Democratic Development and Construction of National Identity at the End of the Age of Imitations: Editorial Introduction
Bibliographic record
Abstract
In the article, the guest editor Piotr Dutkiewicz and editor-in-chief Yuriy M. Pochta introduce the current issue of the journal, interpreting cross-cutting topics such as democratic development and the construction of national identity in the societies of the East and the West. They believe that the most appropriate heuristic explanation for these issues today is the idea that after the end of the Cold War the hopes for the final victory of the liberal democratic project on a global scale ended in disappointment. The end of history never took place, just like the victory of communism did not take place previously. All these years we have been witnessing an imitation of liberalism, the era of which is already over. There is currently a global revolt against the liberal imitation imperative. From this point of view, there is a great interest in articles devoted to Russian-Turkish relations, the place of the Central Asian states in the international rankings of democratic development, the evolution of the political development of the Lebanese Republic, the formation of democratic political regimes in such Eastern European EU member states as Poland and Hungary, the role of parties in the political life of Great Britain and Nigeria, as well as such theoretical and methodological problems of political science as the processes of forming future political leaders, methodology of the study of GR-management and approaches to the study of the political and psychological characteristics of the heads of Russian regions. In general, this issue of the journal pictures the current state of democratic development of Western and non-Western countries in the context of globalization, which is at the stage of transition from American monopolarity to multipolarity, from imitation of the Western liberal-democratic project to the search for its own development projects. The authors believe that from the point of view of Russia and its interests the materials of this issue allow for outlining the prospects for further research on ways to build the most effective relations with world and regional powers, the possibilities of protecting its sovereignty and its geopolitical interests, and the mechanisms for forming the Russian post-Soviet identity at the national and regional levels.
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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 | 0.004 | 0.019 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.012 | 0.007 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.009 | 0.014 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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".