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Record W4408462360 · doi:10.1515/omgc-2024-0035

Framing Huawei: from the target of national debate to the site of international conflict in Canada’s mainstream online newspaper

2025· article· en· W4408462360 on OpenAlex
Yiheng Deng, Xu Yang, Pamela Tremain Koch

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

VenueOnline Media and Global Communication · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicMedia Studies and Communication
Canadian institutionsnot available
Fundersnot available
KeywordsNewspaperFraming (construction)MainstreamPolitical scienceMedia studiesAdvertisingPublic relationsSociologyHistoryLawBusinessArchaeology

Abstract

fetched live from OpenAlex

Abstract Purpose This study was conducted to investigate the Canadian mainstream online media report of Huawei, the Chinese IT company and critical actor in China’s OFDI attempt, and how the media deviate or conform to the Government’s and the social and political elites’ position(s). Design/methodology/approach Content analysis and discourse analysis were performed to analyse the news articles from The Globe and Mail concerning Huawei from the beginning of 2018 to March 2019. Public opinions, represented by the Nanos polls available from the news articles were also analysed. Findings We found that Huawei was mainly framed as national security threat vs valued partner in the national debate whether to allow Huawei to contribute to Canada’s 5G construction before the arrest of Meng Wanzhou, and the centre of the Sino-West conflict after the critical incident. The Globe and Mail tried to index multiple sources, while sticking to the long-formed schema about China and Chinese enterprises, which has a deep effect on the public opinions. The journalists rose to be the predominant source of the news report and seemed to be acting on their own after the critical incident, showing an event-driven tendency. Practical implications It helps the readers to understand the bias embedded in media report in its political contexts. Journalists should take caution because they could reenforce the same schema even though efforts have been made to maintain media’s democratic façade. Social implications It shows that MNCs and international media have a much closer relationship than we expect. The media in the western world could make or break a MNC’s prospect in a country. Originality/value It contributes to the contextualization of such media theories as indexing hypothesis and cascading activation model. In an era of anti-globalization and media war, such theories need to be re-examined especially when it comes to the report about foreign affairs concerning a country and its MNCs from a different ideological camp.

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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.287
Threshold uncertainty score0.193

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.022
GPT teacher head0.314
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