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Record W4313003082 · doi:10.23939/dg2022.01.057

Public Relations in the System of Strategic Communications of the Armed Forces of Ukraine as a Typical Model of Communication in Public Government

2022· article· en· W4313003082 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueDemocratic governance · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicMilitary, Security, and Education Studies
Canadian institutionsnot available
Fundersnot available
KeywordsInteroperabilityStrategic communicationGovernment (linguistics)Context (archaeology)Strategic planningStrategic goalScope (computer science)Administration (probate law)Political sciencePublic administrationPublic relationsBusinessMilitary scienceLawComputer scienceMarketing

Abstract

fetched live from OpenAlex

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.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.797
Threshold uncertainty score0.991

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0020.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.120
GPT teacher head0.311
Teacher spread0.191 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it