MPOX: Research priorities for threat reduction
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
MPOX: Research priorities for threat reduction Concerted efforts are needed to close knowledge gaps around mpox to improve preparedness and response efforts for this neglected disease. Mpox, formerly known as monkeypox, is a previously neglected re-emerging zoonotic disease caused by monkeypox virus (MPV), genus Orthopoxvirus, family Poxviridae. This virus can cause severe illness in infected patients and is endemic in numerous countries across Central and West Africa, including the Democratic Republic of Congo (DRC), Nigeria, Cameroon, Sierra Leone, Ghana, Liberia, and others. However, in 2022, a global mpox outbreak led to the declaration of a public health emergency of international concern by the World Health Organization, with more than 90,000 confirmed cases reported from non-endemic global regions. While swift responses to this outbreak helped reduce case trends across highly impacted regions by Fall 2022, including the distribution of vaccine and therapeutics to at-risk communities, as well as increased public awareness, ongoing outbreaks in endemic regions continue to have deleterious effects on public health.
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.
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 | 0.001 | 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 | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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 it