Evidence map›Paper›PMID 41886502›Full record

ArticlePLOS global public health2026

Multimodal pulse oximeters to support the integrated management of childhood illnesses: A usability and diagnostic accuracy assessment from a multi-country hybrid type 2 study.

Helen L Storey, Tessa L Fielding, Julia Mwesigwa, Rebecca K Green, Megan E Parker, Anmol Jacob, Samwel Lwambura, Mumbe Kitonga, Leila Maina, Mansi Tyagi and 24 more

Abstract read
In one paragraph

Article in PLOS global public health, 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

34 authors.

Helen L StoreyPATH, Seattle, Washington, United States of America.ORCID https://orcid.org/0000-0001-6263-2749
Tessa L FieldingPATH, Seattle, Washington, United States of America.ORCID https://orcid.org/0009-0005-4337-578X
Julia MwesigwaPATH, Kampala, Uganda.
Rebecca K GreenPATH, Seattle, Washington, United States of America.ORCID https://orcid.org/0000-0002-4384-5324
Megan E ParkerPATH, Seattle, Washington, United States of America.ORCID https://orcid.org/0000-0003-0260-9445
Anmol JacobKing George Medical University, Lucknow, India.
Samwel LwamburaIfakara Health Institute, Dar Es Salaam, Tanzania.
Mumbe KitongaKenya Pediatric Research Consortium, Nairobi, Kenya.ORCID https://orcid.org/0009-0008-6266-2671
Leila MainaKenya Pediatric Research Consortium, Nairobi, Kenya.
Mansi TyagiKing George Medical University, Lucknow, India.
Alice MwikambaKenya Pediatric Research Consortium, Nairobi, Kenya.ORCID https://orcid.org/0009-0005-8024-9782
Caroline NgunuKenya Pediatric Research Consortium, Nairobi, Kenya.
Anuj Kumar PandeyKing George Medical University, Lucknow, India.
Ndèye Marème SougouUniversité Cheikh Anta Diop, Dakar, Senegal.
Jean TineUniversité Cheikh Anta Diop, Dakar, Senegal.
Angharad SteeleMalaria Consortium, London, United Kingdom.ORCID https://orcid.org/0000-0003-4344-427X
Tedila HabteMalaria Consortium, Addis Ababa, Ethiopia.
Misganu EndriyasMalaria Consortium, Addis Ababa, Ethiopia.ORCID https://orcid.org/0000-0002-0026-9611
Kevin BakerMalaria Consortium, London, United Kingdom.
Viviana RivasPATH, Minneapolis, Minnesota, United States of America.
Sayali WalkePATH, Seattle, Washington, United States of America.ORCID https://orcid.org/0009-0000-7200-5079
Maymouna BaPATH, Dakar, Senegal.
Andolo MihesoPATH, Nairobi, Kenya.
Deusdedit MjunguPATH, Dar Es Salaam, Tanzania.
Kovid SharmaPATH, Lucknow, India.
Mira Emmanuel-FabulaPATH, Geneva, Switzerland.
Mike RuffoPATH, Geneva, Switzerland.
Ambrose AgweyuKenya Pediatric Research Consortium, Nairobi, Kenya.ORCID https://orcid.org/0000-0001-8760-1279
Shally AwasthiKing George Medical University, Lucknow, India.
S N SinghKing George Medical University, Lucknow, India.
Divas KumarKing George Medical University, Lucknow, India.
Grace MhaluIfakara Health Institute, Dar Es Salaam, Tanzania.
Papa Moctar FayeUniversité Cheikh Anta Diop, Dakar, Senegal.
Ousmane NdiayeUniversité Cheikh Anta Diop, Dakar, Senegal.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Nearly 5 million children die each year of preventable causes, with pneumonia being a key contributor. The Integrated Management of Childhood Illnesses guidelines improve health care workers' diagnostic and management capabilities by relying mostly on clinical signs. Though there have been successes, challenges in the consistent application of IMCI and the accurate diagnosis of conditions like hypoxemia remain. Next generation pulse oximeters add functionality to stand alone pulse oximeters, like measurement of respiratory rate, temperature, and hemoglobin. While the TIMCI project sought to address gaps in the introduction of pulse oximetry in India, Kenya, Senegal, and Tanzania, research was also conducted to strengthen the market for multimodal pulse oximetry (PO) devices by filling evidence gaps around ideal product attributes and the validation of available and near to market photoplethysmography-derived clinical measurement tools (medical device and smartphone-based). A mixed-methods evaluation measured usability and diagnostic accuracy using multimodal PO devices among primary care providers in the four countries. Results showed good usability, minimal user errors, and high satisfaction and system usability scores across all devices. Additionally, across all age categories, device performance for hypoxemia, tachycardia, and fever exceeded 80% agreement; respiratory rate measurements exhibited greater variability in percent agreement between devices. A target product profile and an open-source data repository were developed to further advance device development and market alignment. This research provided data on the performance of various multimodal PO devices, considering different form factors and product attributes. Technological progress continues to expand opportunities for the collection of clinical measurements and data. Supporting providers with decision support and automated documentation tools ensures that the information generated is actionable and utilized, while an emphasis on integrated technologies is essential to maximize provider capabilities and improve the diagnosis and management of childhood illnesses in low- and middle-income countries.

Identifiers

PMID41886502
PMCPMC13020799

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.