Enhancing HIV Prevention: Social Support, Access to, and Use of HIV Testing, Treatment, and Care Services in Fishing Communities Around Lake Victoria, Uganda
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
In-depth interviews were conducted with 42 HIV-positive fisherfolk and 15 health care providers to identify experiences of social support and its influence on access to and use of HIV testing, treatment, and care. Fisherfolk participants reported receiving support at some point. Prior to HIV diagnosis, this usually took the form of advice on what illness they were dealing with and remedies to use. After HIV diagnosis and disclosure to friends or family, emotional support enabled fisherfolk to come to terms with an HIV diagnosis, informational support offered guidance on how best to live with HIV, while instrumental support enabled access to relevant HIV services. Finally, affiliative support, in the form of new friends met through HIV clinic visits, provided a sense of belonging. Each of these different kinds of support assisted fisherfolk to respond positively to HIV with important consequences for secondary and tertiary prevention.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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