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Record W4412543750 · doi:10.15388/knygotyra.2025.84.5

The Power of Imagery: the Visual Language of the Ukrainian SSR Local Newspapers of the Early 1930s

2025· article· en· W4412543750 on OpenAlexfundno aff
Mykhailo Kostiv, Tetiana Soproniuk

Bibliographic record

VenueKnygotyra · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEastern European Communism and Reforms
Canadian institutionsnot available
FundersUniversity of Toronto
KeywordsUkrainianNewspaperPower (physics)LinguisticsHistoryMedia studiesSociologyPhilosophy

Abstract

fetched live from OpenAlex

Along with textual articles, the local press of the Ukrainian SSR in the early 1930s often contained visual elements, which, despite their poor quality, had enormous propagandistic potential. These newspapers were predominantly targeted at the rural population and communicated with their audience in a direct and prescriptive manner. Moreover, because of strong censorship, they were never illustrated by images that would reflect the actual socio-economic problems and thus compromise the Soviet regime. Therefore, the aim of this article is to define the major types of images that were published in the raion (i.e., province) level newspapers of the Ukrainian SSR and explore the messages they conveyed. In particular, by using the animal code and referring to well-known idioms, caricatures shaped the image of both domestic (‘kulaks’, priests, etc.) and foreign (Western capitalist countries) enemies. In contrast, numerous portraits of the communist chiefs and the most productive workers, both male and female, constructed the gallery of role models for the readers. At the same time, the basis of the newspapers’ visual content was the staged group portraits and photographs of people at work and industrial landscapes, depicting an idealized ‘communist paradise’ – a pseudo-reality of rapid and successful economic changes. The newspapers also utilized the images of Soviet and Western weapons and/or military personnel, trying to keep the readers in a state of readiness for possible military aggression without simultaneously causing panic. In addition, monumental, complex, and multi-layered illustrations, similar to traditional political posters, were often included in the press issues devoted to the State holidays. Many of them featured the images of a perfect Soviet man or woman, and embodied the greatness of the USSR. Finally, the emotional, simple, and straightforward visual language of the Ukrainian SSR raion press aimed to mobilize the population for selfless work “in favor of their socialist Motherland” and actively support the Soviet Government’s policies.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0030.004
Scholarly communication0.0040.002
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.006
GPT teacher head0.269
Teacher spread0.264 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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