Legal analysis of the reform of the national police of Ukraine
Bibliographic record
Abstract
The article considers the reasons, purpose and results of the reform of the National Police. The current state of the legislation thatestablishes the legal status of the National Police is considered, the main advantages and disadvantages that exist at this stage are high lighted,the previous ones are analyzed. The study was based on the Law of Ukraine “On the National Police”, which enshrined the concept of“National Police”, clarified the main tasks of this institution and the structural units operating in its structure. An important part of the reformwas, in accordance with the signed coalition agreement, which ensured the implementation of the provisions on law and order and compliancewith EU requirements. The desire to reform Ukraine’s security and defense sector has been supported by international organizationssuch as the EU, NATO, OSCE, as well as Partner countries: the United States, the Netherlands, Canada and the United Kingdom, which hascertainly had a positive impact on international reform and technology. In addition, we examined the main processes that hinder the developmentof the National Police, namely: low financial security, overwork, lack of career growth, disrespect from citizens, lack of clear regulations,with defined instructions, neglect of managers in the interests of their subordinates. We considered possible ways to overcome suchproblems, in particular: increasing the material security of employees, which will not only encourage them to work in law enforcement agencies,but also reduce the level of corruption within it; revision and change of the internal organization of the work process will help to reducethe overload of police officers, as well as reduce the negative impact on their health; However, the most important task to be addressed inthe short term is to bridge gaps in the legislation to avoid disputes and hamper law enforcement and the real desire to continue reformingthe national police. and change for the better. The study showed that, despite the sharp and positive start of the reform, at the moment it needsto be reformed again. Of course, this has a negative effect on society, as the body called to monitor law and order is in chaos.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".