Regulatory and Legislative Support of Management Decisions for Support of Regional Development
Bibliographic record
Abstract
The article is devoted to certain aspects of normative-legal regulation of regional development. In the conditions of transformation processes, transition to the European integration vector of development, change of the system of regional management by means of reform of decentralization there is a question of maintenance of effective development of regions. Adoption and implementation of management decisions is a key factor in ensuring harmonious sustainable development. In the absence of a clear comprehensive structure of distribution of powers between authorities at different levels, there are problematic aspects of providing information and analytical support for management decisions. The interaction of different branches of government and authorities at different levels is inefficient. The basis for establishing an effective management system at the regional level is the development of a regulatory framework that would ensure a clear division of responsibilities and powers of the authorities to address certain socio-economic, social, environmental and other issues inherent in the level of regional development. Compliance of the regulatory framework with today's requirements, the changes and transformations taking place in the country, world practices and international regulations is a priority to ensure effective decision-making and implementation of management decisions to create opportunities for regional development. The article analyzes the structure of management decisions at the regional level, taking into account the transformation processes in the system of regional governance associated with decentralization reform. The article develops ways to improve the development management system at the regional level.
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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 | 0.032 | 0.041 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.005 | 0.009 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.009 | 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".