Those Crazy Fangirls on the Internet: Activism of Care, Disability and Fan Fiction
Bibliographic record
Abstract
This article explores Activism of Care, a form of activism offering strategies, implementation of skills and accessibility different from those offered by traditional activism. Activism of Care suggests that activist strategies are not universal, but instead should be tailored for specific communities’ structures, skills and intersectional positionings. This paper focuses on the implementation of Activism of Care by and for neurodivergent participants in fan fiction communities on Tumblr. It demonstrates ways Activism of Care is implemented to promote destigmatization of mental illnesses, and to celebrate participants with depression, anxiety or PTSD. This article describes how Activism of Care implements elements of Care Ethics in fan fiction communities to promote social change. Emotional, literary and social structures of these communities are used to promote the rights, well-being and pleasure of neurodivergent participants. Finally, this paper provides characteristics by which to recognize or create this type of activism, alongside or as an alternative for traditional activism.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.010 | 0.013 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 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".