Sociopolitical Determinants of an AIDS Prevention Program: Multiple Actors and Vertical Relationships of Control and Influence
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 every country, health and prevention "come down" from the authorities responsible for this mission by way of planners, local authorities, and peer educators until it reaches the target population. International and national systems function on the premise of a top-down transmission, with little room for integrating local information that might provide a better understanding of the implementation process. This analysis is based on an empirical evaluative research of HIV/AIDS prevention projects with sex workers in a remote area of northern Brazil. It illustrates how nursing sociopolitical analysis can reveal how political interests can have perverse effects by contaminating the group's internal relations and with established partnerships, thereby weakening the impact of prevention programs. These effects can seriously affect community relations and social practices, far beyond the technical division of work and political hierarchies in the sociosanitary network.
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 | 0.002 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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