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Record W4417113032 · doi:10.1080/10130950.2025.2591260

Towards Decolonial Gender-Transformative Development Assistance: Reflections on the Role of Canadian Development Organisations and Local Partners

2025· article· en· W4417113032 on OpenAlexfundaboutno aff
Geetanjali Gill

Bibliographic record

VenueAgenda · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicTourism, Volunteerism, and Development
Canadian institutionsnot available
FundersGlobal Affairs Canada
KeywordsProject commissioningCorporate governanceWork (physics)Perspective (graphical)

Abstract

fetched live from OpenAlex

Launched in 2017, Canada's Feminist International Assistance Policy (FIAP) aims to champion gender equality in development cooperation and programming. Proposals submitted to Global Affairs Canada for funding are rigorously assessed according to gender equality criteria, and applicants are required to conduct gender-based analyses and consult local women's groups. Global Affairs Canada has also prioritized 95% of their funding for projects that adequately integrate and target gender equality. While the FIAP policy has good intentions, it inadequately conceptualises gender equality and intersectionality, and contains Western-centric, neo-liberal, and instrumental notions of feminism and development. An understanding of how development organisations and their local partner organisations in the global South navigate, operationalise, and transform the FIAP is also lacking.This article argues that Canadian development organisations and their local partners in the global South have a crucial role to play in improving the FIAP's efficacy by sharing their experiences, successes, and challenges with Global Affairs Canada. Global Affairs Canada, for its part, must be open and receptive to these critiques, feeding organisations’ suggestions into future iterations of the FIAP. A robust feedback loop is needed to truly decolonise Canadian foreign assistance. This necessitates Canadian organisations and their local partners to proactively advocate for creating channels that enable them to share their experiences and insights with Global Affairs Canada. This feedback should aim at not only providing criticism of the FIAP, but also amplifying promising approaches. For instance, some organisations have developed complex and localised understandings of gender and intersectionality, using decolonised and participatory approaches, and have built strong partnerships with local partners and local gender activists. These organisations can and should be allowed to positively influence future policies and practices with donors, policymakers, and practitioners.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.830
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0020.000
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 head0.045
GPT teacher head0.331
Teacher spread0.286 · 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.

Study designQualitative
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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