INFLUENCE OF ANTI-CORRUPTION POLICY ON PUBLIC ADMINISTRATIVE TRANSFORMATION AND DEVELOPMENT OF CIVIL SOCIETY IN UKRAINE
Bibliographic record
Abstract
The purpose of the study is to conduct an analysis of the current state and main problems of the formation and implementation of anti-corruption policy in the public service system of Ukraine, as well as to establish stable trends in the development of civil society while studying changes in the functioning of the public governance system in the context of the process of reforming anti-corruption legislation.The results of the analysis of the current state and the main problems of close and clear cooperation between the bodies responsible for the formation and effective implementation of anti-corruption policy in the system of publicmanagement transformation at the current stage of civil society development are provided.The prerequisites for the legislative consolidation of successful anticorruption on the basis of effective anti-corruption legislation with effective application by the relevant authorities and mandatory public awareness regarding the implementation of measures to prevent and combat corruption, the interaction of all institutions of civil society with public authorities in the field of formation and implementation of state anti-corruption policy have been considered.Key characteristics of anti-corruption policy in the system of public governance as a legal and socio-political phenomenon of coordinated interaction of all state bodies, local Журнал «Наукові інновації та передові технології» № 5(33) 2024 (Серія «Управління та адміністрування», Серія «Право», Серія «Економіка», Серія «Психологія», Серія «Педагогіка»)19 self-government bodies and civil society institutions are defined.Ways of improving and increasing the effectiveness of institutional consolidation of prevention and countering corruption under the conditions of administrative transformations of the public service on the basis of coordinated interaction of central and local state authorities have been developed.The available opportunities for the participation of civil society institutions in the implementation of the anti-corruption policy of the state with the comprehensive application of controlling and educational anticorruption procedures in compliance with the principles of publicity and openness are identified.Ways of improving the formation and implementation of anticorruption policy in accordance with the conditions of martial law with the involvement of civil society institutions and ensuring the transparency of coverage of corruption problems in mass media are proposed.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".