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Problematizing Canadian exceptionalism

2020· article· en· W3032975157 on OpenAlexaffabout
Laura J. Kwak

Bibliographic record

VenueOñati Socio-legal Series · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsYork University
Fundersnot available
KeywordsPopulismNationalismHumanitiesPoliticsWhite (mutation)MythologyPolitical scienceEthnologyHistoryArtLawLiterature

Abstract

fetched live from OpenAlex

The myth that Canada has resisted the “West’s populist wave” persists despite evidence that demonstrates otherwise. This article traces how the assumption that Canada has avoided the rise of right-wing populism and white nationalism is tethered to the fiction that Canada has been a raceless society. After briefly reviewing the myth of racelessness and the history of right-populism in Canada, the article explores how the Reform Party of Canada conceptualized “the people” in racialized terms. This article examines how the Conservative Party of Canada’s appeals to symbolic “diversity” and denial of systemic oppression have enabled more overt forms of racism. By examining the recent rise of hate crimes, this article makes the case that a direct link can be traced between the Conservative government’s seemingly neutral discourses about the preservation of Canadian “heritage” and “common values” and the re-emergence of right-wing populism and the re-emboldening of white nationalism in Canada.

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)0.004
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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.159
Threshold uncertainty score0.976

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0540.032
Scholarly communication0.0120.002
Open science0.0030.009
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0060.000

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 head0.019
GPT teacher head0.227
Teacher spread0.208 · 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

Citations16
Published2020
Admission routes2
Has abstractyes

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