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Record W4409734383 · doi:10.3201/eid3105.241690

Clade Ia Monkeypox Virus Linked to Sexual Transmission, Democratic Republic of the Congo, August 2024

2025· article· en· W4409734383 on OpenAlexfundno aff
Jean-Claude Makangara-Cigolo, Kelly-Michel Kenye, Lygie Lunyanga, Daan Jansen, Eddy Kinganda-Lusamaki, Sifa Kavira, Adrienne Amuri-Aziza, Emile Malembi, Yvon Anta, Prince Akil-Bandali, Emmanuel Lokilo-Lofiko, Emmanuel Hasivirwe Vakaniaki, Sabin S. Nundu, Elisabeth Pukuta-Simbu, Princesse Paku-Tshambu, Rilia Ola-Mpumbe, Raphaël Lumembe-Numbi, Gabriel Kabamba-Lungenyi, Gradi Luakanda, Cris Kacita, Robert Shongo-Lushima, Dieudonné Mwamba, Áine O’Toole, Sydney Merritt, Megan Halbrook, Daniel Mukadi‐Bamuleka, Nicole A. Hoff, Nicola Low, Isaac I. Bogoch, Müge Çevik, Gregg Gonsalves, Souradet Y. Shaw, Lorenzo Subissi, Laurens Liesenborghs, Ahidjo Ayouba, Martine Peeters, Éric Delaporte, Sofonías K. Tessema, Anne W. Rimoin, Jean-Jacques Muyembe-Tamfum, Andrew Rambaut, Koen Vercauteren, Steve Ahuka‐Mundeke, Jason Kindrachuk, Tony Wawina-Bokalanga, Placide Mbala‐Kingebeni

Bibliographic record

VenueEmerging infectious diseases · 2025
Typearticle
Languageen
FieldImmunology and Microbiology
TopicPoxvirus research and outbreaks
Canadian institutionsnot available
FundersNational Institute of Allergy and Infectious DiseasesCanadian Institutes of Health ResearchInternational Development Research CentreNational Institutes of HealthCenters for Disease Control and PreventionFonds Wetenschappelijk OnderzoekVlaamse regeringAgence Française de DéveloppementU.S. Department of DefenseEuropean CommissionEuropean and Developing Countries Clinical Trials PartnershipInstitut de Recherche pour le DéveloppementU.S. Department of AgricultureHORIZON EUROPE Framework ProgrammeWellcome Trust
KeywordsMonkeypoxCladeOutbreakTransmission (telecommunications)DemocracyVirologyCapital citySexual transmissionHuman immunodeficiency virus (HIV)MedicineDemographyBiologyGeographyPolitical science

Abstract

fetched live from OpenAlex

Several concurrent mpox outbreaks are ongoing in the Democratic Republic of the Congo. We report a case of severe clade Ia mpox in an adult woman with indeterminate HIV status who died 16 days after symptom onset. She self-identified as a sex worker and had spent time in the capital city, Kinshasa.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.381
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.009
GPT teacher head0.282
Teacher spread0.273 · 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.

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

Citations3
Published2025
Admission routes1
Has abstractyes

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