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Record W4405494708 · doi:10.5327/2525-5711.276

Oropouche fever: An emerging arbovirus disease from the Americas with possible oral manifestations

2024· article· en· W4405494708 on OpenAlexaboutno aff
Breno Amaral Rocha, Giovanna Ribeiro Souto, Soraya de Mattos Camargo Grossmann, Paulo Eduardo Alencar Souza, Rodrigo Villamarim Soares, Martinho Campolina Rebello Horta

Bibliographic record

VenueJORDI - Journal of Oral Diagnosis · 2024
Typearticle
Languageen
FieldMedicine
TopicViral Infections and Vectors
Canadian institutionsnot available
FundersFundação de Amparo à Pesquisa do Estado de Minas GeraisConselho Nacional de Desenvolvimento Científico e TecnológicoCoordenação de Aperfeiçoamento de Pessoal de Nível Superior
KeywordsArbovirusVirologyArbovirus InfectionsDiseaseMedicineVirusPathology

Abstract

fetched live from OpenAlex

Oropouche fever (OROV fever) is an emerging arbovirus disease caused by Oropouche virus (OROV). The virus was reported to have a limited circulation in Central and South America, but there is a real possibility of international spread in the near future. Considering the current outbreak of OROV fever in the Americas, the Pan American Health Organization/World Health Organization has already published one Epidemiological Alert and two Epidemiological Updates in 2024. From January to early October 2024, 10,275 cases were confirmed in nine American countries, including imported cases in the United States and Canada. Moreover, 30 imported cases were reported for the first time in three European countries. Knowledge about OROV fever is still limited. Like common arbovirus diseases, the main clinical manifestations include fever, headache, arthralgia, myalgia, bleeding and rash. Gingival bleeding has been reported, and oral mucosal lesions may be another possible manifestation. The disease is usually mild and self-limiting, but severe complications, death and vertical transmission can occur. This article reviews OROV fever, addressing possible oral manifestations as well as the potential contribution of the dental community to prompt diagnosis and management.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.003
Threshold uncertainty score0.005

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.048
GPT teacher head0.358
Teacher spread0.310 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2024
Admission routes1
Has abstractyes

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