Bibliographic record
Abstract
The paper explores the archaic form of quasi-judicial authority known as the justice of the peace within the context of prospects for introducing the institution of justices of the peace in Ukraine. This initiative is considered as a potential mechanism for optimizing the structure of the judiciary, alleviating the workload of courts of general jurisdiction, and developing alternative procedures for handling minor offences and low-significance legal disputes. The relevance of the topic is substantiated in light of the current shortage of judicial personnel, excessive caseloads, and the need to rationalize public expenditures under martial law. Particular attention is paid to the fragmented implementation of the institution of criminal misdemeanors and the omission of administrative offences of a quasi-criminal nature from reform efforts. Based on a historical and legal analysis of the functioning of justices of the peace in 19th-century Ukraine and a comparative review of models applied in Canada, France, and the United Kingdom, the paper outlines approaches to the possible formal integration of this institution into the Ukrainian legal system. The views of scholars and practitioners regarding the benefits and risks of electing justices of the peace, their potential dependence on local communities and public administration bodies are examined. The paper further analyses the prospective scope of powers of justices of the peace, qualification requirements, and the imperative to adhere to international standards of judicial conduct, particularly the Bangalore Principles. The study concludes that the phased implementation of this institution may be appropriate, provided it aligns with the legal culture of society, ensures procedural efficiency, safeguards impartiality, and prevents the institutional blending of judicial and executive functions.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.011 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.034 |
| Scholarly communication | 0.012 | 0.008 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.003 | 0.005 |
| 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".