Bibliographic record
Abstract
Persons 'branded' as dangerous to the public's health often try to hide their status (as smokers, as HIV positive, etc). Yet, a small but growing subgroup has re-appropriated stigma symbols and voluntarily branded themselves as 'marked' individuals, rebellious, transgressive and refusing to be shamed by their status. In this article we examine voluntary branding as acts of resistance, paying particular attention to bodily practices that disrupt dominant aesthetic and moral/political sensibilities. We draw on our research and observations in the realms of smoking and bareback sex to illustrate and address broader issues of branding the self, aesthetics and the politics of resistance, surveillance, and transgression. Drawing on the work of Goffman, Bourdieu and Foucault, we examine the interpenetration of class, physical and social capital, and unequal social relations. While these works are often used to celebrate resistance, we argue, following Fiske, that it should not be romanticized as inherently liberating.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.006 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.038 | 0.008 |
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".