Evidence map›Paper›PMID 40591534›Full record

ArticlePLOS global public health2025

Costs of testing sick children in primary care with pulse oximetry: Evidence from four countries, both with and without electronic clinical decision support.

Susan Horton, Ulrich Adombi, Fenella Beynon, Mira Emmanuel-Fabula, Tara Herrick, Sandeep Kumar, Suzan Makawia, Mercy Mugo, Michael Onah, Michael Ruffo and 15 more

2 registry-linked trialsAbstract read
In one paragraph

Article in PLOS global public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this 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.

NCT04910750 nacompletednot on this map

Tools for the Integrated Management of Childhood Illness: Evaluation of Pulse Oximetry & Clinical Decision Support Algorithms in Primary Care - Pragmatic Cluster Randomised Controlled Trial, With Embedded Mixed Methods, Cost & Cost-effectiveness Studies in India and Tanzania

TypeinterventionalSponsorSwiss Tropical & Public Health InstituteRan2021 to 2023Enrolled167,517ConditionsPneumonia, Primary Health Care, Child Health, HypoxiaArmsPulse oximetry, Clinical Decision Support Algorithm
NCT05065320 completednot on this map

Tools for the Integrated Management of Childhood Illness: Evaluation of Pulse Oximetry and Clinical Decision Support Algorithms in Primary Care. Cross-country Quasi-experimental Pre-post Study, With Embedded Mixed Methods Studies, Cost and Modelled Cost-effectiveness in Kenya and Senegal

Typeobservational_patient_registrySponsorSwiss Tropical & Public Health InstituteRan2021 to 2023Enrolled51,590ConditionsChildhood Severe Illness, Pneumonia, Primary Health Care, Hypoxia
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

25 authors.

Susan HortonSchool of Public Health Sciences, University of Waterloo, Waterloo, Canada.ORCID https://orcid.org/0000-0002-9243-4767
Ulrich AdombiFaculté de médecine, Université Cheikh Anta Diop, Dakar, Sénégal.ORCID https://orcid.org/0009-0001-6593-4870
Fenella BeynonSwiss Centre for International Health, Swiss Tropical and Public Health Institute, Basel, Switzerland.
Mira Emmanuel-FabulaPATH, Geneva, Switzerland.ORCID https://orcid.org/0000-0003-3117-767X
Tara HerrickPATH, Seattle, Washington, United States of America.ORCID https://orcid.org/0000-0002-1212-9333
Sandeep KumarPATH, New Delhi, India.ORCID https://orcid.org/0000-0002-8024-1829
Suzan MakawiaIfakara Health Institute, Dar-es-Salaam, Tanzania.
Mercy MugoDepartment of Economics and Development Studies, University of Nairobi, Nairobi, Kenya.
Michael OnahRTI, Research Triangle Park, North Carolina, United States of America.
Michael RuffoPATH, Geneva, Switzerland.
Shally AwasthiDepartment of Pediatrics, King George's Medical University, Lucknow, Uttar Pradesh, India.
Maymouna BaPATH, Dakar-Fann, Senegal.
Leah F BohleSwiss Centre for International Health, Swiss Tropical and Public Health Institute, Basel, Switzerland.
Silvia CicconiSwiss Centre for International Health, Swiss Tropical and Public Health Institute, Basel, Switzerland.
Hélène LangetSwiss Centre for International Health, Swiss Tropical and Public Health Institute, Basel, Switzerland.ORCID https://orcid.org/0000-0002-6758-2397
Papa Moctar FayeFaculté de médecine, Université Cheikh Anta Diop, Dakar, Sénégal.
Honorati MasanjaIfakara Health Institute, Dar-es-Salaam, Tanzania.
Andolo MihesoPATH, Dar-es-Salaam, Tanzania.
Deusdedit MjunguPATH, Nairobi, Kenya.
James Machoki M'ImunyaFaculty of Medicine, University of Nairobi, Nairobi, Kenya.
Ousmane NdiayeFaculté de médecine, Université Cheikh Anta Diop, Dakar, Sénégal.
Kovid SharmaPATH, New Delhi, India.
Valérie D'AcremontCentre for primary care and public health (Unisanté), Université de Lausanne, Lausanne, Switzerland.ORCID https://orcid.org/0000-0002-4881-7787
Kaspar WyssSwiss Centre for International Health, Swiss Tropical and Public Health Institute, Basel, Switzerland.
TIMCI Collaborator Group

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introducing pulse oximeters (PO) at primary care facilities can help health workers identify severely ill children who need referral to hospital thereby allowing for improved child clinical outcomes. Adding clinical decision support algorithms (CDSA) can improve adherence to Integrated Management of Childhood Illness guidelines. The current study analyses the costs of introducing PO either with or without an electronic CDSA using an RCT in India and Tanzania and in a pre-post design with an electronic CDSA in Kenya and Senegal. The impact of the intervention is discussed for the RCT (trial registration NCT04910750) and for the pre-post study (trial registration NCT05065320), following SPIRIT guidelines. Economic data were collected in all four countries using questionnaires administered at primary health facilities and referral hospitals and supplemented by information from administrative sources, following CHEERS guidelines. Trained research assistants at the facilities collected data on children enrolled and health outcomes. Net costs per 100 children managed using PO ranged from $16.62 (Kenya, health center) to $70.51 (Tanzania, dispensary), in both cases using CDSA. Senegal was an outlier at $385.45, using PO and CDSA in the smaller postes de santé. Major causes explaining variation included training modality, numbers of sick children attending the facility, and the effect of PO and CDSA on use of antibiotics, diagnostics, and hospitalizations. Standard care (without PO) was associated with fewer severe complications (primarily untimely hospitalizations), at lower cost, in the two countries where effectiveness data are available, India and Tanzania. Scaling up PO use at primary care level nationally could have an important budgetary impact. Findings suggest ways that costs could potentially be reduced. However, hospitalization costs borne by households may affect both household and provider behavior and limit the potential clinical benefits of pulse oximetry.

Identifiers

PMID40591534
PMCPMC12212478

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Registered trials

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.