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Naming the War and Framing the Nation in Russian Public Discussion

2012· article· en· W2095365043 on OpenAlexvenueno aff
Markku Kangaspuro, Jussi Lassila

Bibliographic record

VenueCanadian Slavonic Papers · 2012
Typearticle
Languageen
FieldSocial Sciences
TopicEastern European Communism and Reforms
Canadian institutionsnot available
Fundersnot available
KeywordsPoliticsFraming (construction)HegemonyNational identityIdentity (music)MainstreamPolitical scienceMedia studiesSociologyPolitical economyHistoryLawAesthetics

Abstract

fetched live from OpenAlex

Fundamental changes in Europe’s political map following the end of the Cold War have led to a new competition of hegemonic interpretations of history and national memory. In particular this has happened in the former socialist Eastern European countries (notably in the Baltic States, Poland, and Western Ukraine) where there has been a big demand to establish a new state identity distancing these countries from the socialist past. For the Russian socio-cultural and political environment the given identity political demand has created a challenging terrain in which symbolic, and irrevocably political, resources for national identity are forced to be calibrated in line with domestic and foreign policy concerns. In this regard, the public usage of “The Great Patriotic War” and its ramifications has been the most notable manifestation, which exhibits the political significance of history in these identity debates. In order to grasp the manifestations of this significance, this article examines the uses of the terms “The Great Patriotic War” (Velikaia Otechestvennaia voina, VOV) and “The Second World War” (Vtoraia mirovaia voina, VMV) in the Russian mainstream media over the course of the last ten years. For this purpose the Integrum databases (Russian-language media corpus of more than 400 million documents) provide a productive tool for specified queries related to VOV and VMV allowing the examination of major themes that these two terms activate in the Russian public discourse. We argue that whereas the VOV signifies the “inner” canonized framework for discussing the war within society, it is the VMV which figures as VOV’s counterpoint in terms of activating “outer” frameworks for the war’s public discussion. In relation to the broader identity political context, the study expands the question of how the era of the Second World War is treated in Russia, and the potential limits of this discussion.

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)0.007
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.013
Threshold uncertainty score0.060

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.003
Science and technology studies0.0080.011
Scholarly communication0.0130.009
Open science0.0010.007
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0050.001

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 head0.025
GPT teacher head0.250
Teacher spread0.225 · 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 designNot applicable
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

Citations10
Published2012
Admission routes1
Has abstractyes

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