Standard of care in advanced HIV disease: review of HIV treatment guidelines in sub-Saharan African countries—an extension study of eight countries
Bibliographic record
Abstract
INTRODUCTION: The World Health Organization (WHO) has published guidelines for the management of patients with advanced HIV disease (AHD) but mortality remains high. Adoption of WHO recommendations by national guidelines is poorly documented. We aimed to extend our prior review of six national management guidelines by including additional countries from sub-Saharan Africa. METHODS: We identified guidelines of eight additional countries participating in a multicountry trial of azithromycin prophylaxis for AHD. Data was extracted in five domains including definition of AHD (1 item), screening (6 items), prophylaxis (6 items), supportive care (1 items), and HIV treatment (4 items) and scored agreement of each national guideline with the WHO guidelines. RESULTS: Six of the eight national guidelines had a designated section for AHD. Compared with the WHO guideline, the agreement score for national guidelines was between 7 and 17 out of 18, whereby disagreement is mainly driven by missing information. None of the national guidelines had more than three items not in agreement with the WHO guidelines, and the maximum number of items not addressed by any one guideline was eight. Main areas of disagreement were the targeted population for start of ART in presence of tuberculosis meningitis (1/8 in agreement) and urine lipoarabinomannan screening (2/8 in agreement). The targeted population group for cotrimoxazole prophylaxis and its discontinuation was in line with the WHO recommendations in 3/8 national guidelines. Except one guideline, all documents showed similar overall agreement, irrespectively of publication date. CONCLUSION: National guidelines for the management of people with AHD are broadly in agreement with WHO guidelines. Main areas of disagreement are recommendations regarding urine lipoarabinomannan screening, cotrimoxazole prophylaxis and start of antiretroviral therapy in presence of tuberculosis.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.040 | 0.130 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.013 | 0.023 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".