Enduring stigma and precarity: A review of qualitative research examining the experiences of women living with HIV in high income countries over two decades
Bibliographic record
Abstract
The lived experience of HIV for women remains poorly understood. In particular, there has been little attention to the consequences for women living with HIV (WLHIV) of changing social, epidemiological, biomedical and policy contexts, or to the implications of long-term treatment and aging for the current generation of HIV-positive women. We reviewed qualitative research with WLHIV in selected high-income countries (Australia, Canada, New Zealand, the UK and the USA) to identify the most prevalent experiences of HIV for women and trends over time. Our synthesis highlights the relative consistency of experiences of a diverse sample of WLHIV, particularly the enduring prevalence of gendered HIV-related stigma, sociostructural barriers to healthcare and support, and negative encounters with health professionals. We also identified gaps in knowledge. Understanding women's experiences, particularly their changing needs and strategies for coping as they live long-term with HIV, is key to effective support and services for WLHIV.
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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 | 0.015 | 0.025 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.006 | 0.010 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".