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Record W6939546805 · doi:10.60770/adez-vs72

Congruity of the freedom convoy and right-wing extremism through social identity theory

2024· article· en· W6939546805 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueMRU-Repo · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicTerrorism, Counterterrorism, and Political Violence
Canadian institutionsMount Royal University
Fundersnot available
KeywordsSocial identity theoryMisinformationSocial movement theoryGrievanceGovernment (linguistics)DissentIdeologyIdentity (music)Power (physics)

Abstract

fetched live from OpenAlex

Right-Wing Extremism (RWE) is continually growing its influence in Canada and around the world. RWE’s expansion can be attributed to the internet and its ability to spread extremist messages and ideologies in a form of misinformation and conspiracies. Consequently, individuals who are experiencing negative emotions and various grievances become susceptible to extremist beliefs and behaviour. Unfortunately, COVID-19 became an optimal event when internet usage, misinformation, and negative emotions became rampant in Canada. Canada’s federal government implemented restrictions to mitigate the spread of the virus, and as a result, the “Freedom Convoy” (FC) protest was organised to oppose these public health restrictions. Within days of its establishment, the FC movement quickly became a coalition of dissent against the federal government itself. Between January 22 and February 23, 2022, when the FC occupied downtown Ottawa, far-right groups and voices became notable among the protesters as various right-wing groups joined the FC in support of the protest. This thesis investigates the relationship and similarities between RWE and the FC. Its aim is to contribute to the academic discourse regarding RWE in hopes to identifying possible countermeasures that can be used to dissuade RWE violence. Furthermore, this thesis attempts to explain the group behaviours of the FC and RWE through social identity theory by explaining how the formation of groups with shared identities can create hostile and hateful actions towards other groups. Central to this thesis is the examination of anti-governmental and grievance attitudes, the power of misinformation and conspiracies, the idea of settler-colonialism and freedom, along with an analysis of the FC organisers’ links to far-right groups.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.151
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.001
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 head0.027
GPT teacher head0.337
Teacher spread0.310 · 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