Fierce Love: What We Can Learn about Epistemic Responsibility from Histories of AIDS Advocacy
Bibliographic record
Abstract
This is the fourth paper in the invited collection. Shotwell examines the work of direct-action activists as forms of medical activism that express a non-reductionist and complex intersectional science and technology practice, bridging lay and professional medical contexts. Shotwell draws on Lorraine Code’s generative theory of the importance of “ecological thinking” as one way to practice what she calls “epistemic responsibility,” and to think about the varied and complex early responses of activists in Canada to AIDS. Activists made wide-ranging, theoretically sophisticated, and socially significant interventions in how AIDS manifested in Canada; their interventions manifested a kind of political work welcoming to unpredictable and emergent medical and social situations. Three preliminary insights are offered, from an ongoing research project investigating the history of AIDS activism in the Canadian context: (1) the usefulness of Code’s conception of the social imaginary for understanding how calcified social relations shape and limit the conditions for responsible knowing; (2) the importance of recognizing the communal and social nature of knowledge as a key piece of epistemic responsibility, articulated in terms of collective epistemic privilege; and (3) the possibility for practices of epistemic responsibility to create virtuous epistemic effects beyond what is known (about) or intended by particular agents.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".