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Record W4416670383 · doi:10.1038/s43856-025-01203-z

First imported cases of MPXV Clade Ib from Goma, Democratic Republic of the Congo

2025· article· en· W4416670383 on OpenAlexafffund
Daniel Mukadi‐Bamuleka, Eddy Kinganda-Lusamaki, Noëlla Mulopo-Mukanya, Adrienne Amuri-Aziza, Áine O’Toole, Sydney Merritt, Brigitte Modadra-Madakpa, Guy Mutombo-Ndongala, Emmanuel Hasivirwe Vakaniaki, Cris Kacita, Gaston Lubambo Maboko, Jean-Claude Makangara-Cigolo, Michel Ngimba, Emmanuel Lokilo-Lofiko, Elisabeth Pukuta-Simbu, Gradi Luakanda-Ndelemo, Tavia Bodisa-Matamu, Zephanie Paluku-Kalimuli, Prince Akil-Bandali, Sifa Kavira-Bapitani, Daan Jansen, Adèle Kavira-Kamaliro, Emile Muhindo-Milonde, Jeriel Mufungizi, Yves Birindwa-Hamisi, Hugo Kavunga, Olivier Tshiani, Sabin S. Nundu, Laurens Liesenborghs, Nicole A. Hoff, Megan Halbrook, Robert Shongo, Ahidjo Ayouba, Genay Pilarowski, Alain Kakule Mangolopa, Amos Kiuka Ebondo, Nicola Low, Souradet Y. Shaw, Samuel Wilkinson, Sofonías K. Tessema, Lorenzo Subissi, Éric Delaporte, Koen Vercauteren, Tony Wawina-Bokalanga, Anne W. Rimoin, Lisa E. Hensley, Martine Peeters, Nicholas J. Loman, Andrew Rambaut, Jean-Jacques Muyembe-Tamfum, Jason Kindrachuk, Placide Mbala‐Kingebeni, Steve Ahuka Mundeke

Bibliographic record

VenueCommunications Medicine · 2025
Typearticle
Languageen
FieldImmunology and Microbiology
TopicPoxvirus research and outbreaks
Canadian institutionsUniversity of ManitobaManitoba Health
FundersNational Institute of Allergy and Infectious DiseasesCanadian Institutes of Health ResearchVlaamse regeringFonds Wetenschappelijk OnderzoekInternational Development Research CentreNational Institutes of HealthGovernment of CanadaU.S. Department of AgricultureInstitut de Recherche pour le DéveloppementU.S. Department of DefenseWorld Health OrganizationWellcome TrustAustralian Government
KeywordsCladeOutbreakTransmission (telecommunications)Democracy

Abstract

fetched live from OpenAlex

BACKGROUND: The ongoing mpox outbreaks in the Democratic Republic of the Congo (DRC) resulted in >71,000 suspected cases from 01 January 2024 to 02 February 2025. Clade Ib mpox virus (MPXV) emergence has heightened public health concern due to observed sustained human-human transmission and spread to multiple non-endemic East African countries. Clade Ib outbreaks have been marked by epidemiologic deviations from classic Clade Ia zoonotic transmission-Clade Ib instead has been observed among adult populations and transmission via sexual contact. With the continued expansion of Clade Ib across the region, containment and mitigation measures may need to be adapted to best fit this novel MPXV clade. METHODS: Case investigation and epidemiological assessment data as well as whole viral geonome sequencing was analyzed from confirmed mpox infected individuals in the Goma region. Case demographics and clinical presentation data was also assessed from suspected mpox cases in the region. RESULTS: We report the first introduction of Clade Ib into North Kivu province through close contact transmission. We also report limited human-human Clade Ib transmission chains among children <15 years in the Mudja internal displaced persons camp. We further present evidence of APOBEC3 mutations and genomic links between these North Kivu cases with the larger ongoing Clade Ib outbreak in Kamituga, South Kivu. CONCLUSIONS: Given the expansion of regional mpox outbreaks and populations considered at-risk, these findings underscore how mpox case investigations and community messaging should include considerations for non-sexual human-human transmission of Clade Ib that includes children <15 years.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.494
Threshold uncertainty score0.648

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.043
GPT teacher head0.327
Teacher spread0.284 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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

Citations4
Published2025
Admission routes2
Has abstractyes

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