The Doctrine’s Role in the Field of Legal Regulation of Public Relations: Problems and Prospects
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it