Suffering, shame, and silence: The stigma of HIV/AIDS
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
HIV/AIDS, especially in the context of poverty, results in considerable suffering. The issues surrounding prevention, transmission, and mitigation are complex, but one very important concept sustaining the epidemic is stigma. This article examines the meaning of stigma in the literature and through the experience of people living in a high-prevalence area. An ethnographic study in rural Zimbabwe, where approximately one third of adults are infected, revealed how stigma, suffering, shame, and silence are mutually supporting concepts that challenge health promotion efforts. For a reduction in HIV/AIDS morbidity and mortality rates, there is a need to understand and act on contextual issues such as stigma with increased political and social commitment at local, national, and international levels. Nurses and other health care professionals need to be involved to ensure public policy and local interventions are aimed at enhancing supportive environments and reducing suffering.
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 | 0.002 |
| 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