Monkey pox resurgence in South Asia: Pakistan’s 2024 case highlights global health challenges
Bibliographic record
Abstract
The World Health Organization (WHO) has issued a serious worldwide notice regarding Monkey pox (Mpox), designating it as a public health emergency. Mpox, which began from West and Central Africa, has since migrated to non-endemic areas, such as South Asia. In 2024, Pakistan reported the first incidence of the disease, which was connected to a visitor from Saudi Arabia. The virus, which was previously primarily harming youth in Africa, is increasingly impacting a wider demographic, especially adults and men who have sex with other men (MSM) which usually are occurring in sexual health clinics. Engaging in sexual intercourse, inhaling droplets, and coming into contact are the three ways that the disease escalates. The risk is highest in underprivileged communities that are often stigmatized and have little access to primary healthcare. Antivirals such as brincidofovir, cidofovir, and tecovirimat are now used in treatment; in an emergency, vaccinations like JYNNEOS and Vaccinia Immune Globulin Intravenous (VIGIV) are also available. In regions where vaccine supplies are scarce, targeted and ring vaccination programs are essential. To cease the transmission of Mpox and lessen its effects on public health, increased surveillance, travel restrictions, and focused preventative efforts are crucial to aid non endemic countries from these catastrophes.
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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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".