“Live and Let Live”: An Analysis of HIV/AIDS-Related Stigma and Discrimination in International Campaign Posters
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
As a corollary to The Declaration of Commitment adopted by the United Nations General Assembly Special Session on HIV/AIDS in June 2001, UNAIDS developed a World AIDS Campaign that sought to eradicate HIV/AIDS-related stigma and discrimination. The campaign incorporated several educational strategies, including a poster campaign that advocated the just and equal treatment of people living with HIV/AIDS. In an effort to develop an understanding of these educational efforts, this study deconstructs the 2002-2003 World AIDS Campaign posters. While the overall results suggest that the campaign has been successful in redefining images of HIV/AIDS, they also show that certain aspects of these posters may actually serve to reinforce stigma and discrimination. Using a visual studies approach to textual analysis, this study explores the underlying ideological and cultural assumptions that exist within the posters and provides a method for evaluating such materials.
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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 | 0.003 | 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 | 0.000 |
| 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