Bibliographic record
Abstract
Electron microscopy image of Monkeypox virus (https://www.wikidata.org/wiki/Q6900886) Monkeypox virus occasionally causes infection and illness in humans through zoonotic transmission.[12] The virus was originally isolated from cynomolgus monkeys in a laboratory in Denmark in 1958[3] and is classified under the Orthopoxvirus genus and the Poxviridae family.[4] Structurally, the virus is similar to other poxviruses (variola, cowpox, and vaccinia viruses),[45] which have a single-molecule double-stranded DNA genome covered by a capsid and an outer lipoprotein envelope [Figure 1].[4] The genome is approximately 197 kbp in size and contains over 190 open reading frames encoding for various viral proteins.[4] Although the virus was first detected in monkeys, it can infect different animals including squirrels, rats, dormice, and dogs.[6] The virus is transmitted through close contact with infected animals and humans, or through contact with contaminated surfaces and materials. It can be acquired through small skin cuts; droplet inhalation of infectious respiratory secretions; or through the mucous membranes of the eye, nose, or mouth.[47] Vertical transmission of the monkeypox virus can also occur between an infected mother and the fetus during pregnancy. Ingestion of undercooked meat and sexual intercourse may also be potential sources of transmission.[48]Figure 1: Schematic structure of the monkeypox virusThe first reported case of human monkeypox infection was in 1970 for an infant from the Democratic Republic of Congo.[9] Since the discovery of the virus, two monkeypox strains have been endemic and circulating in Africa: The Central African and West African strains. The Central African strain is more transmissible and more severe, with a fatality rate of 10.6% compared to that of the West African strain, which causes less severe symptoms and has a fatality rate of 3.6%.[10] The first monkeypox outbreak reported outside of Africa was in 2003-47 confirmed and suspected cases were reported in the United States (US) due to infected animals imported from Ghana.[68] Since then, several cases have been diagnosed in nonendemic countries between 2018 and 2021, including the UK, Israel, Singapore, and the USA.[46] In May 2022, the World Health Organization announced that there were approximately 120 confirmed and suspected cases of monkeypox in different European countries (the UK, Spain, Italy, Portugal, Belgium, France, Germany, Sweden, the Netherlands, North America (Canada and the US), and Australia).[6] In July 2022, the Centers for Disease Control and Prevention (CDC) reported that over 16,800 monkeypox cases were identified in 74 countries.[7] Infection with monkeypox can result in asymptomatic and mild illness to severe disease, which could lead to complications and death, especially for people with compromised immunity, pregnant women, and infants. In contrast to smallpox, the vast majority of infections result in mild illness.[48] The most common symptoms associated with monkeypox infection include fever; cervical or inguinal lymphadenopathy; dysphagia; lesions or vesicular-pustule eruption in the face; palms of the hands, and soles of the feet; generalized muscle pain; chills; backache; headache; and cough.[11] Symptoms last for approximately 2–4 weeks and then spontaneously resolve; however, supportive medications can be administered to relieve symptoms such as pain and fever.[411] Recently, antiviral drugs (Tecovirimat) and vaccinia immunoglobulin have been approved to help control this disease.[7] An infected person will remain contagious until the vesicles have become crusted and fallen off.[12] Infection with monkeypox is confirmed by the detection of viral genetic material from vesicle fluid or skin scraping of the lesions using molecular testing, which applies specific primers for monkeypox virus using the polymerase chain reaction system.[48] Thus, any suspected case with a rash and evidence of traveling to any monkeypox virus-endemic countries, or coming into contact with infected animals, should be screened for monkeypox infection. Other laboratory methods, including inoculation of vesicle fluid in cell culture and serological tests for the detection of IgM and IgG antibodies from serum samples, may aid in the diagnosis of monkeypox infection.[48] To date, no specific vaccine against monkeypox exists; however, reports suggest that the smallpox vaccine could provide up to 85% protection owing to cross-reactive antibodies.[1013] Financial support and sponsorship Nil. Conflicts of interest There are no conflicts of interest.
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 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 | 0.002 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".