Human immunodeficiency virus neurological complications: An overview of the Ugandan experience
Bibliographic record
Abstract
Sub-Saharan Africa, which has about 12% of the global population, is home to almost 70% of individuals infected with human immunodeficiency virus/acquired immunodeficiency syndrome (HIV/AIDS). A recent survey by the Ugandan Ministry of Health has found the HIV prevalence rate to be approximately 7% in sexually active adults. The predominant HIV subtypes present in Uganda are A and D. Health care resources are well planned but often lack human and fiscal resources. Uganda has adopted the World Health Organization (WHO) "3 by 5" global strategy for the introduction of antiretroviral therapy and has surpassed the target. Neurological complications of the HIV virus are common and often have devastating consequences. A recent study in Kampala found the rate of HIV dementia and peripheral neuropathy at 31% and 47%, respectively. Further studies are urgently required to determine the natural history and treatment outcomes of both these common HIV complications.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".