Evidence map›Paper›PMID 40063663›Full record

ArticlePLOS digital health2025

Implementation of Smart Triage combined with a quality improvement program for children presenting to facilities in Kenya and Uganda: An interrupted time series analysis.

J Mark Ansermino, Yashodani Pillay, Abner Tagoola, Cherri Zhang, Dustin Dunsmuir, Stephen Kamau, Joyce Kigo, Collins Agaba, Ivan Aine Aye, Bella Hwang and 15 more

Registry-linked trialAbstract read
In one paragraph

Article in PLOS digital health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04304235 (Smart Triage), which is not on this map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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.

NCT04304235 nacompletednot on this map

Smart Triage: Triage and Management of Sepsis in Children Using the Point-of-care Paediatric Rapid Sepsis Trigger (PRST) Tool

TypeinterventionalSponsorUniversity of British ColumbiaRan2020 to 2023Enrolled18,693ConditionsSepsis, InfectionArmsPediatric Rapid Sepsis Trigger (PRST) tool, Emergency Triage and Treatment (ETAT) guidelines
3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Article
  2. Review
  3. Article
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.

J Mark AnserminoDepartment of Anesthesiology, Pharmacology and Therapeutics, University of British Columbia, Vancouver, British Columbia, Canada.ORCID https://orcid.org/0000-0001-8427-2035
Yashodani PillayDepartment of Anesthesiology, Pharmacology and Therapeutics, University of British Columbia, Vancouver, British Columbia, Canada.
Abner TagoolaDepartment of Pediatrics, Jinja Regional Referral Hospital, Jinja, Uganda.
Cherri ZhangDepartment of Anesthesiology, Pharmacology and Therapeutics, University of British Columbia, Vancouver, British Columbia, Canada.ORCID https://orcid.org/0000-0001-7059-4922
Dustin DunsmuirDepartment of Anesthesiology, Pharmacology and Therapeutics, University of British Columbia, Vancouver, British Columbia, Canada.
Stephen KamauKEMRI-Wellcome Trust Research Programme, Nairobi, Kenya.
Joyce KigoKEMRI-Wellcome Trust Research Programme, Nairobi, Kenya.
Collins AgabaWorld Alliance for Lung and Intensive Care Medicine in Uganda, Kampala, Uganda.
Ivan Aine AyeWorld Alliance for Lung and Intensive Care Medicine in Uganda, Kampala, Uganda.
Bella HwangInstitute for Global Health, BC Children's Hospital and BC Women's Hospital + Health Centre, Vancouver, British Columbia, Canada.
Stefanie K NovakowskiInstitute for Global Health, BC Children's Hospital and BC Women's Hospital + Health Centre, Vancouver, British Columbia, Canada.
Charly HuxfordInstitute for Global Health, BC Children's Hospital and BC Women's Hospital + Health Centre, Vancouver, British Columbia, Canada.
Matthew O WiensDepartment of Anesthesiology, Pharmacology and Therapeutics, University of British Columbia, Vancouver, British Columbia, Canada.
David KimutaiDepartment of Paediatrics, Mbagathi County Hospital, Nairobi County, Kenya.
Mary OumaDepartment of Paediatrics, Mbagathi County Hospital, Nairobi County, Kenya.
Ismail AhmedDepartment of Paediatrics, Mbagathi County Hospital, Nairobi County, Kenya.
Paul MwanikiKEMRI-Wellcome Trust Research Programme, Nairobi, Kenya.
Florence OyellaDepartment of Pediatrics, Gulu Regional Referral Hospital, Gulu, Uganda.
Emmanuel TenywaDepartment of Pediatrics, Jinja Regional Referral Hospital, Jinja, Uganda.
Harriet NambuyaDepartment of Pediatrics, Jinja Regional Referral Hospital, Jinja, Uganda.
Bernard Opar TolivaWorld Alliance for Lung and Intensive Care Medicine in Uganda, Kampala, Uganda.
Nathan Kenya-MugishaWorld Alliance for Lung and Intensive Care Medicine in Uganda, Kampala, Uganda.
Niranjan KissoonDepartment of Pediatrics, University of British Columbia, Vancouver, British Columbia, Canada.
Samuel AkechKEMRI-Wellcome Trust Research Programme, Nairobi, Kenya.
Pediatric Sepsis CoLab

Funding

Wellcome Trust
6 · The paper itself

Abstract

Sepsis occurs predominantly in low-middle-income countries. Sub-optimal triage contributes to poor early case recognition and outcomes from sepsis. Improved recognition and quality of care can lead to improved outcomes. We evaluated the impact of Smart Triage using improved time to intravenous antimicrobial administration in a multisite interventional study. Smart Triage, a digital platform with a risk score and clinical dashboard, was implemented (with control sites) in Kenya (February 2021-December 2022) and Uganda (April 2020-April 2022). Children presenting to the outpatient departments with an acute illness were enrolled. A controlled interrupted time series was used to assess the effect on time from arrival at the facility to intravenous antimicrobial administration. Secondary analyses included antimicrobial use, admission rates and mortality (NCT04304235). During the baseline period, the time to antimicrobials decreased significantly in Kenya (132 and 58 minutes) at control and intervention sites. In Uganda, the time to antimicrobials marginally decreased (3 minutes) at the intervention site. Then, during the implementation period in Kenya, the time to antimicrobials at the intervention site decreased by 98 min (57%, 95% CI 81-114) but increased by 49 min (21%, 95% CI: 23-76) at the control site. In Uganda, the time to antimicrobials initially decreased but was not sustained and there was no significant difference between intervention and control sites. At both intervention sites, there was a significant reduction in antimicrobial utilization of 47% (Kenya) and 33% (Uganda) compared to baseline. There was a reduction in admission rates of 47% (Kenya) and 33% (Uganda) compared to baseline. Mortality reduced by 25% (Kenya) and 75% (Uganda) compared to the baseline period. We showed significant improvements in time to intravenous antibiotics in Kenya but not Uganda, likely due to COVID-19, a short study period and resource constraints. The reduced antimicrobial use and admission and mortality rates are remarkable and welcome benefits. The admission and mortality rates should be interpreted cautiously as these were secondary outcomes. This study underlines the difficulty of implementing technologies and sustaining quality improvement in health systems.

Identifiers

PMID40063663
PMCPMC11892856

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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.