The Union State at a New Stage of Economic and Socio-Political Integration
Bibliographic record
Abstract
<p><span dir="ltr">Aim and tasks.</span> <span dir="ltr">To identify patterns and stages of formation of the Union State as a fundamentally new</span><br><span dir="ltr">integration association in the Eurasian space.</span> <span dir="ltr">Methods.</span> <span dir="ltr">System analysis of integration processes and</span><br><span dir="ltr">synergistic effect of interaction and cooperation in the economic and socio-political spheres.</span> <span dir="ltr">Results.</span><br><span dir="ltr">The main aspects of life of the Belarusian state and society in the post-Soviet period: development of the political system, economic reforms, policy in the sphere of culture, language, national relations and<br>historical memory, foreign policy. The position is substantiated that, despite many positive changes over<br>a quarter of a century, the need to improve the political form of the Union State and the legal model<br>of Russian-Belarusian cooperation is not removed from the agenda. Special relations between the<br>leadership of the countries and their broadest popular support ensure the sustainability of integration,<br>but the level of operational management at the level of departments and territories needs to be<br>improved. Conclusions. Russia and Belarus in their integration interaction have created a new type of<br>supranational state in the Eurasian space with its inherent confederative and federal features.</span></p>
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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 teacher head, 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".