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Record W4414771416 · doi:10.24908/lhps.v4i1.18730

Divided by Music

2025· article· en· W4414771416 on OpenAlexaff
Sara Simon

Bibliographic record

VenueLiving Histories A Past Studies Journal · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicHistorical Geopolitical and Social Dynamics
Canadian institutionsQueen's University
Fundersnot available
KeywordsCONTESTPoliticsIdeologyCold warPolitical communicationBroadcasting (networking)Popular culture

Abstract

fetched live from OpenAlex

The 1970s in Europe saw the continuation of the Cold War, dividing Europe into the Western and Eastern Blocs along geographical and ideological lines. The 1970s also saw the Eurovision Song Contest begin its second decade of production under the sponsorship of the European Broadcasting Union. Serving as both an example of the West’s political attitudes and as a manifestation of Cold War tensions, the Eurovision Song Contest came to represent politics throughout the 1970s, an intersection of politics and culture that would continue throughout the contest’s run. Considering both Cold War interactions with the Eastern Bloc, and modern EBU interactions with the Russian State, this paper will argue that analyzing content from, and greater cultural conversations surrounding the Eurovision Song Contest demonstrates the ability of cultural events to serve as extensions of political attitudes and political climates.

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 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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.647
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0040.001
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.024
GPT teacher head0.317
Teacher spread0.293 · 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 teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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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