Analyzing Institutional Persistence: The Case of the Ministry of Women's Affairs in Aotearoa/New Zealand
Bibliographic record
Abstract
The Ministry of Women's Affairs in Aotearoa/New Zealand was established as a stand-alone agency in 1986. It has remained institutionally intact for more than 20 years, unlike many women's policy agencies that have been downsized or eliminated. It has survived significant economic and state sector restructuring and weathered the extension of neoliberal orientations into the reform of social policy. We analyze New Zealand's version of state feminism during three political periods since its inception. For each period, we identify significant developments both in the broader political context and within the ministry itself, and examine how effective Women's Affairs has been in advancing the substantive interests of diverse groups of women. Our analysis identifies three key features of the Ministry of Women's Affairs—its political context, its political and bureaucratic leadership, and its institutional design—as important in explaining both the ministry's continued existence and the limits on what it has been able to achieve.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.013 | 0.017 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".