Internal Political and International Aspects of Regulation of the Shadow Sector as a Threat to Economic Security
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The purpose of this research is to develop methodologies for the development of regulatory mechanisms of theshadow economy in Russia from the viewpoint of the theory of economic interests. To implement the set goalshave been resolved following scientific problems:• Analysis of mechanisms of regulation of shadow economic relations in the Russian Federation.• To develop methodological basis of the theory of economic interests in the informal sector of the RussianFederation and to formulate practical recommendations for their effective implementation.• To analyze the patterns of development of economic relations in the informal sectors of the Russian Federation.• Identify actions the improvement of the tools of regulation of economic policy in the informal sectors of theRussian Federation.• Develop a methodology to neutralize shadow relations as the basis for the correction of imbalances economicinterests in Russia.Theoretic-methodological basis of the study was the theory of economic interests, which is a research programfounded on the principles of relativism, scientific attractiveness as research methodology problems of influenceof shadow economic relations at the national economic security is the ability of dialectical synthesis, which nomethodology of
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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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it