Bibliographic record
Abstract
More than 80 cases of monkey pox have been confirmed in at least 12 countries.Reuters The World Health Organization has said another 50 suspected cases are being investigated -without naming any countries -and warned that more cases are likely to be reported.Infections have been confirmed in nine European countries, as well as the US, Canada and Australia.Monkey pox is caused by the monkey pox virus, a member of the same family of viruses as smallpox and is most common in remote parts of Central and West Africa.It is a rare viral infection which is usually mild and from which most people recover in a few weeks, according to the UK's National Health Service.There are two main strains of virus -west African and central African.Two of the infected patients in the UK travelled from Nigeria, so it is likely that they are suffering from the West African strain, which is generally mild.Another case was a healthcare worker who picked up the virus from one of the patients.do not More recent cases have any known links with each other, or any history of travel.It appears they caught it in the UK from spread in the community.Initial symptoms include fever, headaches, swellings, back pain, aching muscles.Once the fever breaks a rash can develop, often beginning on the face, then spreading to other parts of the body, most commonly the palms of the hands and soles of the feet.The rash, which can be extremely itchy or painful, changes and goes through different stages before finally forming a scab, which later falls off.The lesions can cause scarring.The infection usually clears up on its own and lasts between 14 and 21 days.Monkey pox can be spread when someone is in close contact with an infected person.The virus can enter the body through broken skin, the respiratory tract or through the eyes, nose or mouth.It can also be spread by contact with infected animals such as
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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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.405 | 0.299 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".