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Record W4411157617 · doi:10.1017/s0008423925100401

In Search of Legitimacy? Canada’s Strategic Adoption of Feminist Branding in its Foreign Policy

2025· article· en· W4411157617 on OpenAlexaffabout
Kim Beaulieu

Bibliographic record

VenueCanadian Journal of Political Science · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicGender, Security, and Conflict
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsLegitimacyBusinessForeign policyPolitical sciencePolitics

Abstract

fetched live from OpenAlex

Abstract This article asks why states choose to explicitly label themselves as feminist and critically examines the case of Canada. Drawing on constructivist insights, I suggest that identity insecurity is a key contextual factor driving states’ decision to adopt a feminist branding. Through a thematic analysis of 1,551 statements from the Canadian House of Commons and additional documents published by the Standing Committee on Foreign Affairs and International Development from 2006 to 2017, I find that Canada’s choice to adopt a feminist brand occurred within a broader context of identity insecurity, with gender equality emerging as a strategic area to enhance the country’s role through strengthened leadership in this sector. This article advances the study of feminist foreign policies by highlighting the strategic motivations behind the adoption of the feminist label, offering insights into its diffusion despite differing levels of commitment to gender equality.

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)0.002
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.821
Threshold uncertainty score0.938

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.001
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 head0.056
GPT teacher head0.353
Teacher spread0.298 · 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.

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

Citations1
Published2025
Admission routes2
Has abstractyes

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