Low Impact of a Community-Wide HIV Testing and Counseling Program on Sexual Behavior in Rural Uganda
Why this work is in the frame
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Bibliographic record
Abstract
Study results on the assessment of a community-wide HIV counseling and testing program are presented. The aim of this study was to elucidate whether HIV counseling and testing was effective in reducing high risk sexual behavior of a rural population in Uganda. From a total of 2,267 persons of Kigoyera Parish, western Uganda, who were HIV tested and counseled, 495 persons were selected and interviewed about their sexual behavior. Persons who were HIV tested showed no difference in sexual behavior compared to those who were not tested (condom use 4.3% vs. 5.5%, mean number of sexual partner in the past three months 1.8 vs. 2.0). The conclusion is that only knowing the HIV serostatus is not enough to reduce high risk behavior. The study results also showed that there is a demand for HIV counseling services without being HIV tested.
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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 | 0.001 | 0.000 |
| 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