Radical women in social work: A historical prespective from North America
Bibliographic record
Abstract
INTRODUCTION: Many challenges that confront social workers today are similar to problems they have faced over the past century – inequality, poverty, unemployment, militarisation and armed conflict, and the challenges of refugee resettlement, to name a few. It is instructive for contemporary social workers to revisit this history and to determine if there are lessons to inform our current struggles.METHOD: This paper explores the issues faced and strategies employed by radical, politically active social workers, most of them women. These social workers had visions of social justice and were not afraid to challenge the status quo, often at very high personal costs. The radical social workers were expressly interested in social change that centred on social justice, women’s rights, anti-racism, international peace, and they worked in close alliance and solidarity with other progressive groups.CONCLUSIONS: This article highlights the work of five radical female social workers. Radical social workers were in the minority but they were extraordinarily active and made important contributions in the face of formidable challenges.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.027 | 0.019 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 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".