Educational Change and the Women’s Movement: Lessons From British Columbia Schools in the 1970s
Bibliographic record
Abstract
This article uses Melucci’s approach to social movements to explore how the women’s movement changed education in British Columbia in the 1970s. The women’s movement was a multifaceted social phenomenon with multiple agendas and actors. In the early 1970s, it developed a temporary sense of cohesion in the field of education in the context of a Royal Commission on the Status of Women. The movement remained constantly in tension with formal educational institutions but opened up new debates about education and new spaces in the provincial government and the teachers’ federation. The debates were not resolved and the spaces were not stable, but the movement brought about significant change that increased equity and enhanced the legitimacy of education. The article concludes with a discussion of the place of social movements in a democratic politics of education.
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.006 | 0.012 |
| Science and technology studies | 0.057 | 0.024 |
| Scholarly communication | 0.012 | 0.004 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".