Bureaucratic Role Perceptions and Gender Mainstreaming in Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Since the mid‐1990s, governments have adopted gender mainstreaming (GM) as a strategy for achieving gender equality and improving women's social, economic and political conditions. Yet, studies indicate that GM continues to be unevenly implemented, both within and across countries. To explain this outcome, this paper focuses on the local implementers of GM — the gender focal points — and how they understand GM and interpret it in their everyday work. Drawing upon interviews with gender focal points in the Canadian public service, we explore how bureaucratic role perceptions shape how these local actors understand GM and how they navigate the complex terrain between bureaucratic neutrality and the equality agenda of gender mainstreaming. Our exploratory study shows no common understanding among our interviewees, revealing how the meaning of gender mainstreaming varies depending on whether the public servant views himself or herself as policy analyst, policy advisor or policy advocate. Based on these insights, we conclude with suggestions for future research on gender mainstreaming.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it