The Public Sociologist as a University-Community Hybrid: Lessons from Feminism
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
Feminism is well versed in conversations about engaged scholarship and has provided important critical commentary on Michael Burawoy’s campaign for public sociology in recent years. This paper draws from feminist perspectives to argue for reflexivity, praxis, and interdisciplinary work as key pillars for public sociology. I then draw from my own experiences doing feminist work in community-engaged settings to consider various limitations of Burawoy’s notions of traditional and organic public sociology. To move past this dichotomy, I put forward a conceptual model for understanding public sociologists as public intellectuals, community-engaged scholars, community educators, and/or advocates and activists. In considering how researchers might navigate these various roles, I argue that discussions of expertise and universities as value-laden institutions are important to build sustainable practices. Overall, the strength of public sociology is that it acknowledges these blurred boundaries and allows for the development of collaborative forms of expertise to address social problems. However, there is additional theoretical work to be done, as well as practical supports developed, to enable feminist researchers in particular to successfully navigate these roles.
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 | 0.005 | 0.042 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.027 | 0.024 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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