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Record W4414827956 · doi:10.29173/psur396

The Tiananmen Effect

2025· article· en· W4414827956 on OpenAlexaffvenue
Chloe Malo

Bibliographic record

VenuePolitical Science Undergraduate Review · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicChinese history and philosophy
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsOutrageGovernment (linguistics)ChinaPower (physics)Control (management)Politics

Abstract

fetched live from OpenAlex

In 1978, Deng Xiaoping, leader of the Chinese Community Party (CCP), loosened the government’s control over information in China. Eleven years later, the country would experience a massive wave of protests in which citizens demanded reforms and democratization. Within weeks, the protestor-occupied Tiananmen Square, for which the protests would be named, was violently cleared by CCP forces, causing immense outrage not only within China but throughout the world. Immediately following the massacre, the government would swiftly tighten its grip on information and censorship, especially relating to government dissent. In this paper, I follow the story of the infamous Tiananmen Square protests and its enduring legacy to argue that information control is the most important way the CCP consolidates power in China. More specifically, I discuss how information control (particularly propaganda and censorship) has evolved throughout post-1948 Chinese history, and the ways in which the Tiananmen Square protests prompted the use of information control as a method of consolidating power within the CCP.

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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.033
Threshold uncertainty score0.065

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.002
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0100.000

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 head0.020
GPT teacher head0.368
Teacher spread0.349 · 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 designTheoretical or conceptual
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 routes2
Has abstractyes

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