The Doctrine’s Role in the Field of Legal Regulation of Public Relations: Problems and Prospects
Bibliographic record
Abstract
The paper contains a comprehensive analysis of the legal doctrine’s role in the field of legal regulation of public relations arising in modern public law practice. The theoretical and legal features of the legal doctrine are revealed. In particular, conclusions are drawn confirming the arguments that the legal doctrine allows building clear guidelines for the practice of lawmaking, enforcement of the right, and especially law enforcement and that the doctrine acts as a scientifically based criterion for the legitimacy, rationality, and effectiveness of states. Special attention is paid to the historical aspects of the legal doctrine development which have significance and influence on the formation and development of international and domestic law. Particular attention of the authors of the paper is drawn to the place and role of legal doctrine in international legal practice. The paper notes that the legal doctrine manifestation in the activities of modern states can be observed in such functions as prognostic, evaluation, regulatory, methodological, world outlook and ideological function. In addition, it is noted that the doctrine plays an important role in the activities of the UN International Court of Justice, where the doctrines of the most qualified specialists are often used in making decisions and drawing up advisory opinions; in the development of international treaties at international conferences and in international organizations, etc. Specific examples of the legal doctrine manifestations in the activities of the ECHR are given.
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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 | 0.017 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.006 | 0.048 |
| Scholarly communication | 0.013 | 0.013 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.006 | 0.008 |
| 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".