An appeal for large scale production of antiretroviral drugs in Africa
Bibliographic record
Abstract
The Acquired Immuno Deficiency Syndrome (AIDS) remains a major global public health challenge especially in Africa. The deadline set for the Millennium Development Goals (MDGs) has elapsed, meanwhile most low and middle income countries did not reach the targets. With regards to the fight against HIV / AIDS, many African countries show slow progress in implementing efficient and effective strategies to counter this pandemic. The fact that most HIV/AIDS programs in Sub-Saharan African countries are still very dependent on external funding to carry out their activities, including the supply of Antiretroviral Treatment (ART), highlights the concern of sustainability. So far, solutions that have been proposed are mainly symptomatic, claiming more budget commitment from government. Without rejecting this view, we call for the implementation of sustainable solutions to deal with the long term ART challenges. A way forward is to promote the establishment of an effective machinery for the manufacturing and large scale distribution of ART. In addition to the health gains, we argue that such an initiative would have a three-dimensional impact: (i) political, (ii) economic and (iii) social.
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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 | 0.002 | 0.001 |
| 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) | 0.001 | 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 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".