Evidence map›Paper›PMID 41954597›Full record

ArticleMicrobial genomics2026

Genomic and statistical models to characterize

Rory Cave, James Chirombo, Uri Obolski, Sophie Belman, Akuzike Kalizang'oma, Thandie S Mwalukomo, Arox Kamng'ona, Comfort Brown, Jacquline Msefula, Farouck Bonomali and 5 more

Abstract read
In one paragraph

Article in Microbial genomics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

15 authors.

Rory CaveNIHR Global Health Research Group on Vaccines to Control Respiratory Pathogens and AMR across Africa, Institute of Infection, Immunity and Transplantation, University College London, London, UK.
James ChiromboMalawi Liverpool Wellcome Programme, Blantyre, Malawi.
Uri ObolskiDepartment of Epidemiology and Preventive Medicine, School of Public Health, Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
Sophie BelmanGlobal Health Resilience Group, Earth Sciences Department, Barcelona Supercomputing Center - Centro Nacional de Supercomputación, Barcelona, Spain.
Akuzike Kalizang'omaNIHR Global Health Research Group on Vaccines to Control Respiratory Pathogens and AMR across Africa, Institute of Infection, Immunity and Transplantation, University College London, London, UK.
Thandie S MwalukomoKamuzu University of Health Sciences, Blantyre, Malawi.
Arox Kamng'onaKamuzu University of Health Sciences, Blantyre, Malawi.
Comfort BrownMalawi Liverpool Wellcome Programme, Blantyre, Malawi.
Jacquline MsefulaKamuzu University of Health Sciences, Blantyre, Malawi.
Farouck BonomaliMalawi Liverpool Wellcome Programme, Blantyre, Malawi.
Roseline NyirendaMalawi Liverpool Wellcome Programme, Blantyre, Malawi.
Todd D SwarthoutJulius Center for Health Sciences and Primary Care, University Medical Centre Utrecht, Utrecht, Netherlands.
Brenda Kwambana-AdamsNIHR Global Health Research Group on Vaccines to Control Respiratory Pathogens and AMR across Africa, Institute of Infection, Immunity and Transplantation, University College London, London, UK.
Neil FrenchDepartment Clinical Infection, Microbiology and Immunology, Institute of Infection Veterinary & Ecological Science, University of Liverpool, Liverpool, UK.
Robert S HeydermanNIHR Global Health Research Group on Vaccines to Control Respiratory Pathogens and AMR across Africa, Institute of Infection, Immunity and Transplantation, University College London, London, UK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Controlling the carriage and transmission of

Indexed as

Pneumococcal InfectionsStreptococcus pneumoniaeChildChild, PreschoolFemaleGenome, BacterialGenomicsHumansMalawiMaleModels, StatisticalPhylogenyPneumococcal VaccinesWhole Genome Sequencing13-valent pneumococcal vaccinePneumococcal Vaccinesantimicrobial resistanceMalawiphylogeneticStreptococcus pneumoniaetransmission

Identifiers

PMID41954597
PMCPMC13293304

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.