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Record W2623524827

Exploring the Role of Men as Practitioners within the Gender and Development Paradigm in International Development

2012· dissertation· en· W2623524827 on OpenAlexaboutno aff
Sarah J. Baldwin

Bibliographic record

VenueThe Atrium (University of Guelph) · 2012
Typedissertation
Languageen
FieldSocial Sciences
TopicGender Roles and Identity Studies
Canadian institutionsnot available
Fundersnot available
KeywordsGender studiesPolitical sciencePsychologySociology
DOInot available

Abstract

fetched live from OpenAlex

This research examined the role of men within the gender and development paradigm and male students’ perceptions of gender-related work in the professional practice of IDEV. The study addressed men’s experiences with both formal and non-formal gender training in IDS within Canadian and US graduate programs. The study asked questions about influential theory, skills and tools relevant to the GAD paradigm. The methods included an online survey of males in IDS graduate programs from five North American universities. Key informants were also interviewed, including faculty members from four universities and two senior level gender advisors working for large non-profit organizations. The findings were presented as four emerging themes: 1) Despite exposure to some gender training opportunities, many male graduate students are not engaged with theory and practise on GAD; 2) The relevance of men in GAD continues to be questioned by the field and men themselves; 3) There is little “buy in” to gender in IDEV by men studying IDS at the graduate level; 4) The field of GAD is primarily operating without the active engagement of men and therefore, is better associated with WID’s “women’s focused” policy and programming, an approach the UN acknowledges to have failed in the past. The study recommends adjustments within IDS graduate studies as well as further research on men and masculinity to strengthen the role of men in achieving GAD’s stated goal of 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 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)0.015
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score0.078

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0100.017
Scholarly communication0.0090.006
Open science0.0010.008
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.060
GPT teacher head0.266
Teacher spread0.206 · 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 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
Published2012
Admission routes1
Has abstractyes

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