Occupationally-Acquired HIV Infection - Role of Occupational Medicine in the Prevention and Management: Challenges and Recommendations
Bibliographic record
Abstract
Human immunodeficiency virus (HIV) is a retrovirus that attacks the body's immune system. In the absence of antiretroviral therapy (ART) treatment, HIV infection can lead to Acquired Immunodeficiency Syndrome (AIDS), the most advanced final stage. HIV/AIDS represents a devastating global public health crisis. In developing countries, this problem is exacerbated by recent, sudden funding cuts from international donor agencies. These cuts disrupt access to ART medicines and prevention services for millions of people with HIV/AIDS worldwide. Based on the 2024 global estimates of 41 million (37–46 million) people with HIV/AIDS, 1.3 million new HIV infections, and 830,000 deaths, these funding reductions could result in an additional 4 to 11 million new HIV infections and up to 3 million AIDS-related deaths by 2030. HIV is a preventable disease. However, HIV transmission is ongoing worldwide1-3
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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 | 0.003 | 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".