W(h)ither Women's Equality? Neoliberalism, Institutional Change and Public Policy in British Columbia
Bibliographic record
Abstract
Abstract In this article I provide an account of the elimination of Women's Equality as a freestanding ministry in the government of the Canadian province of British Columbia and its reconfiguration as Women's Services and Social Programs, one of several organizational elements in the newly-created Ministry of Community, Aboriginal and Women's Services. I also present an analysis of a number of policy developments with particular significance for women that have accompanied this institutional transformation. In my discussion I argue that while many of these policy directions date from the arrival in office of the current provincial Liberal government, others did not emerge de novo after the 2001 election. Rather, they originated while the left-of-centre New Democratic Party (NDP) formed the government provincially during the 1990s. I assess the relative contributions of ideology and institutional structure to the policy changes that are detailed in the article, and conclude that the relationships between ideology, institutions and policy can best be understood as complex and recursive.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.018 | 0.014 |
| Scholarly communication | 0.011 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| 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".