Asking God about the date you will die: HIV testing as a zone of uncertainty in rural Malawi
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
Testing for HIV is becoming more available in Africa. Global advocates of testing see it as key to AIDS prevention. However, testing is not always perceived as a good thing by people at risk. Here, we consider testing from the perspective of people in a high-prevalence community. Using qualitative data from rural Malawi, we show that the decision to test is not as straightforward as suggested in the testing advocacy literature, but is marked by uncertainty and ambivalence. Reluctance to test is connected to the perception that testing inevitably leads to a positive diagnosis, and subsequent deterioration and death. This fear is in turn linked to overestimation of the transmissibility of HIV. We recommend that testing advocates address this concern that being tested means having a death sentence pronounced, and emphasize the benefits of testing for the majority who are HIV-negative, as well as the minority who are HIV-positive.
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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 | 0.006 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it