Critical Race Feminism: A Transformative Vision for Service-Learning Engagement
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article explores the development of service-learning from a critical race feminist perspective. Critical race feminism seeks to understand how society organizes itself along intersections of race, gender, class, and other forms of social hierarchies. It utilizes counter-storytelling as methodology and legitimizes the voices of women of colour in speaking about social oppression. Though counter-storytelling, women of colour students, non-academic staff, faculty, and non-university community members relayed their experiences at The University of British Columbia, Vancouver, Canada, which formed the basis for a transformative vision of service-learning engagement. This vision calls for institutional accountability, requiring a critical examination and transformation of hegemonic structures and practices from within before any genuine, respectful, and mutually beneficial relationships with communities of colour can be developed. Such partnerships would enable the university to create outstanding partnerships to address and solve local, national, and global injustices.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.046 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.007 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.005 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it