Public Relations in the System of Strategic Communications of the Armed Forces of Ukraine as a Typical Model of Communication in Public Government
Bibliographic record
Abstract
The article considers the peculiarities of public relations in the system of strategic communications of the Armed Forces of Ukraine and defines their role and place from the standpoint of public administration. The main components of the functioning of the strategic communications system in NATO member countries are analyzed. Emphasis is placed on NATO’s strategic communications standards and policies. Strategic communications in the field of public administration are aimed at the interoperability of government and society. But depending on the structure of public administration, this area has its own specifics in terms of content and communicative aspects. Differing in functional composition and scope of coverage, all structures of public administration are still interconnected. The main tasks and directions of strategic communications in the Armed Forces of Ukraine in the context of reforming the military sphere and ensuring the effectiveness of the course of Ukraine ’s membership in NATO are substantiated. In the system of strategic communications of the world’s leading countries, the work with specialists in public relations of the armed forces has been built as efficiently as possible. The article also mentions the system of strategic communications of the leading countries of the world, in particular the United States of America and Canada, which have built the requirements for their public relations specialists in the armed forces as productively and conveniently as possible. Specialists of units of the armed forces at the tactical, operational and strategic levels are described, which always meet all possible information challenges of time and new circumstances, which is extremely relevant for use in the domestic army. Therefore, aspects of these developments are also considered in the article as an important experience that should be actively implemented in the domestic army.
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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 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.006 | 0.008 |
| Scholarly communication | 0.010 | 0.006 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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".