Adding insult to injury: Experiences of mobile HIV‑positive women who return home for treatment in Tanah Papua, Indonesia
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
This chapter explores the personal experiences of mobile HIV-positive indigenous women from Tanah Papua, Indonesia who returned to their home communities in need of social support and treatment. Little is known about the experiences of HIV-positive women returnees in general, and the contours and effects of the moral expectations and boundaries within home communities in particular. This paper draws on close-grained analysis of in-depth interviews and fieldwork conducted between 2009 and 2013 to suggest Papuan women returnees suffer a reduced quality of local network relations, and sustained stigma and gender-based discrimination. We illustrate how the inevitable struggles over belonging that returning young adults face are intensified by the intersection of seropositivity, shifts in the quality of social networks and gendered judgements about mobility. Women returnees are unable to rely on affective networks, and Papua's poorly developed HIV treatment programs magnify these challenges.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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