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Record W4416294489 · doi:10.1177/00207020251397652

Bringing feminist disability knowledge to Canada's global policies

2025· article· en· W4416294489 on OpenAlexaffabout
Deborah Stienstra

Bibliographic record

VenueInternational Journal Canada s Journal of Global Policy Analysis · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Rights and Representation
Canadian institutionsUniversity of Guelph
Fundersnot available
KeywordsInclusion (mineral)Foreign policyTreatyFace (sociological concept)Work (physics)FeminismGlobal South

Abstract

fetched live from OpenAlex

Over the past thirty years, women with disabilities have been misfits in Canada's foreign and global policies and practices. Once largely invisible, they face continuing barriers to their access, inclusion, and participation in local, national, and international policy- and decision-making arenas. Their “absent presence” is evident in the paradox that while disability and its intersections with gender remain unrecognized in the study of Canadian foreign policy, at the same time the practices of Canadian foreign policy continue to create and maintain disability. This article discusses three encounters in which women with disabilities used their knowledge and experience to work toward local and global changes. This has resulted in an increased presence in national and transnational activities, a greater recognition of both gender and disability in national policy and laws and international treaty bodies, and the creation of their own spaces. The presence and insightful contributions of women with disabilities demonstrate that their inclusion is essential to developing and implementing Canada's foreign and global policies.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.574
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
Science and technology studies0.0010.000
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 head0.011
GPT teacher head0.388
Teacher spread0.378 · 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 designObservational
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

Citations0
Published2025
Admission routes2
Has abstractyes

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