DEVELOPMENT OF HEALTHY PUBLIC POLICY: FEMINIST ANALYSIS OF CONFLICT, COLLABORATION AND SOCIAL CHANGE
Bibliographic record
Abstract
In the past two decades, the need for economic restructuring has served as a rationale for dismantling social programs in Canada. As it has been enacted, such social restructuring has disproportionately affected marginalized people, particularly women. In this article we explore the schism between the principles that underlie the development of healthy public policy and those that are driving current social policy development. Through this analysis we discuss the implications of policy development that is based upon principles of inequity, and we suggest that implementation of healthy public policy requires transformational change in the underlying principles of the social system. A policy shift based upon principles of equity and social justice has been espoused throughout the health promotion literature. We suggest that such a shift will be facilitated by strengthening collaborative relations among points of conflict within society and among policy makers and women's organizations.
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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 | 0.010 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.012 | 0.057 |
| Scholarly communication | 0.011 | 0.007 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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".