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Record W4393015135 · doi:10.3389/fpsyg.2024.1356620

Integrating gender expertise into the Canadian Armed Forces: challenges for change agents and culture change

2024· article· en· W4393015135 on OpenAlexafffundabout
Victoria Tait-Signal, Angela R. Febbraro

Bibliographic record

VenueFrontiers in Psychology · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicGender, Security, and Conflict
Canadian institutionsDefence Research and Development Canada
FundersSocial Sciences and Humanities Research Council of CanadaMinistère de la Défense NationaleCanadian Armed Forces
KeywordsTransformative learningContext (archaeology)Culture changePublic relationsLegitimacySocial psychologyPsychologySociologyPolitical scienceGender studiesSocial sciencePolitics

Abstract

fetched live from OpenAlex

Introduction: Gender Advisors (GENADs) have played a key role in the efforts of military organizations worldwide to integrate gender perspectives, and culture change, within the defence and security context. Military organizations, however, continue to face challenges in regard to diversity and inclusion, including limited representation of women and other diverse groups who do not fit the white male, masculine stereotype, and subtle and overt expressions of prejudice and stigma towards under-represented and marginalized groups. In such an organizational context, the integration of gender perspectives has faced challenges, and transformative culture change has remained elusive. In particular, the experience of GENADs suggests that there may be unique challenges to serving as "gender experts" within military organizations. This paper, therefore, examines the lived experience of GENADs within the context of military organizations, as illustrated by GENADs in the Canadian Armed Forces. Methods: We consider two qualitative studies on the lived experience of GENADs and focus on the shared theme of legitimacy of gender expertise at both individual and systemic levels. Results: This analysis highlights challenges that gendered power relations may pose for GENADs as individual change agents, and for systemic, transformative culture change, within existing military organizations, while reaffirming the importance of understanding the lived experience of GENADs in their pursuit of more equitable institutional and operational outcomes. Conclusion: Using social-psychological theories of tokenism, we consider more broadly what it means to be the gender person within masculinized military organizations and conclude with reflections on the potential contours of transformative culture change within the military context.

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)0.001
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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.937
Threshold uncertainty score0.934

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 studies0.0000.000
Scholarly communication0.0000.000
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 head0.167
GPT teacher head0.398
Teacher spread0.231 · 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 designNot applicable
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

Citations4
Published2024
Admission routes3
Has abstractyes

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