Surviving Surveillance: How Pregnant Women and Mothers Living With HIV Respond to Medical and Social Surveillance
Bibliographic record
Abstract
Pregnant women and mothers living with HIV are under surveillance of service providers, family members, and the community at large. Surveillance occurs throughout the medical management of their HIV during pregnancy, preventing HIV transmission to their baby, infant feeding practices, and as part of assessments related to their ability to mother. Enacted and anticipatory HIV-related stigma can exacerbate the negative impact that being under surveillance has on mothers living with HIV as they move through their pregnancy, birthing, and mothering experiences. In response, women living with HIV find ways to manage their experiences of surveillance through engaging in acts of distancing, planning, and resisting at different points in time, and sometimes enacting all three practices at once. Positioning the narratives of pregnant women and mothers living with HIV in relation to their experiences of surveillance illuminates the relationship between the surveillance of mothers living with HIV and HIV-related stigma.
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How this classification was reachedexpand
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 | 0.029 | 0.021 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".