Beyond buzzwords: toward a community-based model of the integration of HIV treatment and prevention
Bibliographic record
Abstract
Propelled by increased global access to Highly Active Anti-Retroviral Therapies, the integration of HIV treatment and prevention has emerged as an important organizing concept of pandemic response. Despite its potential significance for community-based AIDS organizations (CBAOs) little research on integration has been done from a community-based perspective. This paper responds to that gap in the literature. With a view to moving what can be an abstract concept to the level of concrete practice, we offer a community-based model of the integration of HIV treatment and prevention. The model is based on research conducted in 2006-2007 with front-line staff from CBAOs across Canada carried out in partnership with the Canadian AIDS Treatment Information Exchange. The model is grounded in three central dimensions of a community-based perspective on integration deriving from our research: the phenomenological primacy of front-line service work, a comprehensive notion of treatment and prevention, and the importance of social context. The model is intended as a conceptual resource that can assist CBAOs in formulating practical responses to new demands for integrated service provision.
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.
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 | 0.000 | 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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".