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Molecular detection and isolation of clade Ib monkeypox virus, Canada, November 2024

2025· article· en· W4411737197 on OpenAlexaffabout
Mable Chan, Jonathan Audet, Jérémie Prévost, Karla Soriano, Kaylie Doan, Lauren Garnett, Yvon Deschambault, Sarah J. Medina, Marianne Stefopulos, Julia Paul, Santina Lee, Carol Kurbis, Bunmi Fatoye, Ana T. Duggan, Katherine Eaton, Connor Chato, Darian Hole, Amber Papineau, Kerry Dust, Paul Van Caeseele, Yonette Hercules, Shannon Gearhart, John M. Embil, Andrew Walkty, David Safronetz, James E. Strong

Bibliographic record

VenueEurosurveillance · 2025
Typearticle
Languageen
FieldImmunology and Microbiology
TopicPoxvirus research and outbreaks
Canadian institutionsManitoba HealthUniversity of ManitobaPublic Health Agency of Canada
Fundersnot available
KeywordsCladeMonkeypoxVirologyBiologyTransmission (telecommunications)VirusIsolation (microbiology)Evolutionary biologyPhylogeneticsZoologyGeneticsGeneMicrobiology

Abstract

fetched live from OpenAlex

In November 2024, a case of clade Ib mpox was confirmed in Canada. Here, we describe the events that led to laboratory confirmation of clade Ib monkeypox virus (MPXV) and the public health response. Genomic analysis of the Canadian clade Ib MPXV revealed a number of APOBEC3-related mutations suggesting sustained human-to-human transmission. These findings expand the number of countries with travel-related clade Ib mpox and highlights the continued need for mpox monitoring of potential human adaptations or new transmission patterns.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.360
Threshold uncertainty score0.921

Codex and Gemma teacher scores by category

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

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 head0.006
GPT teacher head0.230
Teacher spread0.224 · 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 designBench or experimental
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

Citations2
Published2025
Admission routes2
Has abstractyes

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