The Aesthetics of Creative Activism: Introduction
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
Abstract In this introduction to The Journal of Aesthetics and Art Criticism special issue on the aesthetics of creative activism, we canvas influential scholarship of political aesthetics to sculpt a broad typology of six interconnected mechanisms by which art might intervene in the world. We label these: Documentation, Disruption, Recognition, Participation, Imagination, and Beauty. Each has a compelling tradition of theory and application, augmented, extended, and sometimes challenged by the thirteen fresh and provocative contributions in the special issue. Yet, we ask, if both politically minded artists and culturally minded activists are convinced of the power of art to provoke social change, and if we live a world that by almost all measures is now saturated with politically inclined, aesthetically informed practices, interfaces, objects, and texts, why does art not seem to be making a difference? Clearly, we need to think harder about the relationships between art and action, a task the articles assembled here call upon us to take seriously.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 it