Evidence map›Paper›PMID 41746877›Full record

ArticlePLoS medicine2026

Effectiveness of a digital clinical decision support algorithm for guiding antibiotic prescribing in pediatric outpatient care in Rwanda: A pragmatic cluster non-randomized controlled trial.

Alexandra V Kulinkina, Victor P Rwandarwacu, Joseph Habakurama, Ludovico Cobuccio, Martin Norris, Emmanuel Kalisa, Cassien Havugimana, Angelique Ingabire, Gillian A Levine, Rainer Tan and 7 more

Registry-linked trialAbstract read
In one paragraph

Article in PLoS medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05108831 (Dynamic Clinical Decision Support Algorithms to Manage Sick Children in Primary Health Care Settings in Rwanda), which is not on this map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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.

NCT05108831 nacompletednot on this map

Dynamic Clinical Decision Support Algorithms to Manage Sick Children in Primary Health Care Settings in Rwanda

TypeinterventionalSponsorCenter for Primary Care and Public Health (Unisante), University of Lausanne, SwitzerlandRan2021 to 2024Enrolled85,212ConditionsChild HealthArmsePOCT+
3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. 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

17 authors.

Alexandra V KulinkinaSwiss Tropical and Public Health Institute, Allschwil, Switzerland.ORCID https://orcid.org/0000-0002-4777-1254
Victor P RwandarwacuSwiss Tropical and Public Health Institute, Kigali, Rwanda.
Joseph HabakuramaSwiss Tropical and Public Health Institute, Kigali, Rwanda.
Ludovico CobuccioSwiss Tropical and Public Health Institute, Allschwil, Switzerland.ORCID https://orcid.org/0000-0003-3556-3674
Martin NorrisSwiss Tropical and Public Health Institute, Allschwil, Switzerland.
Emmanuel KalisaSwiss Tropical and Public Health Institute, Kigali, Rwanda.
Cassien HavugimanaSwiss Tropical and Public Health Institute, Kigali, Rwanda.ORCID https://orcid.org/0000-0001-6960-1590
Angelique IngabireSwiss Tropical and Public Health Institute, Kigali, Rwanda.ORCID https://orcid.org/0009-0009-9823-6671
Gillian A LevineSwiss Tropical and Public Health Institute, Allschwil, Switzerland.ORCID https://orcid.org/0000-0002-9884-9592
Rainer TanSwiss Tropical and Public Health Institute, Allschwil, Switzerland.ORCID https://orcid.org/0000-0002-9273-9632
Vincent FaivreCentre for Primary Care and Public Health (Unisanté), University of Lausanne, Lausanne, Switzerland.ORCID https://orcid.org/0000-0002-4103-7665
Alan VonlanthenCentre for Primary Care and Public Health (Unisanté), University of Lausanne, Lausanne, Switzerland.
Marie-Annick Le PogamCentre for Primary Care and Public Health (Unisanté), University of Lausanne, Lausanne, Switzerland.ORCID https://orcid.org/0000-0003-1672-3644
Kaspar WyssSwiss Tropical and Public Health Institute, Allschwil, Switzerland.ORCID https://orcid.org/0000-0003-0156-5989
Lisine TuyisengeRwanda Pediatric Association, Kigali, Rwanda.
Jean Claude S NgabonzizaRwanda Biomedical Center, Kigali, Rwanda.ORCID https://orcid.org/0000-0002-6075-5603
Valérie D'AcremontCentre for Primary Care and Public Health (Unisanté), University of Lausanne, Lausanne, Switzerland.ORCID https://orcid.org/0000-0002-4881-7787

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPoor adherence to clinical guidelines and diagnostic uncertainty are key contributors to antibiotic overprescription, accelerating antimicrobial resistance. We developed ePOCT+, a digital clinical decision support algorithm (previously published) that integrated oxygen saturation, hemoglobin measurements, and C-reactive protein testing to assist primary care clinicians in managing acutely ill children aged 14 years or below. The goal was to reduce antibiotic prescriptions without compromising clinical recovery. METHODS AND

findingsWe conducted a pragmatic, open-label cluster non-randomized controlled trial in 32 Rwandan health centers allocated to two groups by geography, balancing patient volume and infrastructure. Sixteen sites used ePOCT+ throughout; the other 16 provided standard care for five months before crossing over. This design supported three comparisons: intervention-control (months 1-5), before-after (control sites pre- versus post-crossover), and longitudinal assessment (intervention sites over 10 months). ePOCT+ was deployed in a digital application; the same application (without the algorithm) served as an electronic case report form in the control arm. Outcomes were analyzed using mixed-effects logistic regression, adjusted for age, sex, district, and presenting complaints. Superiority in antibiotic prescription (primary outcome) was defined as ≥25% reduction versus routine care. Non-inferiority for clinical failure (main secondary outcome) was defined as adjusted risk ratio upper 95% CI <1.3. Several other secondary outcomes were analyzed and reported. Between December 2021 and April 2023, 59,921 consultations were enrolled and 47,822 new consultations were analyzed. ePOCT+ uptake averaged 70% across all intervention periods. In the primary per-protocol analysis, antibiotic prescriptions declined from 70.5% to 24.5% in the intervention-control comparison (absolute difference -46.0, 95% CI [-52.5, -39.5]) and to 27.5% in the before-after comparison (absolute difference -43.0, 95% CI [-49.7, -36.4]). Reductions in the intention-to-treat sensitivity analysis were -36.7 (95% CI [-42.1, -31.3]) in the intervention-control comparison and -26.7 (95% CI [-32.2, -21.4]) in the before-after comparison, respectively. Prescription rates remained low (25%-40%) throughout the longitudinal assessment. Clinical failure rates were non-inferior (per-protocol aRR 1.07, 95% CI [0.97, 1.18] and 1.00, 95% CI [0.92, 1.10] in intervention-control and before-after analyses, respectively). In the intervention-control comparison, referral rates (aRR 2.11, 95% CI [1.20, 3.70]), primary hospitalizations (aRR 2.02, 95% CI [1.21, 3.38]), secondary hospitalizations (aRR 1.93, 95% CI [1.17, 3.16]), and severe outcomes (comprised primarily of non-referred secondary hospitalizations; aRR 1.88, 95% CI [1.11, 3.15]) were higher in the intervention arm; no differences were observed in the before-after comparison, suggesting possible baseline differences in patient severity rather than intervention effects. Re-attendance rates did not differ between arms. Malaria testing among febrile cases improved (aRR 1.27, 95% CI [1.08, 1.41]), while treatment adherence remained high. Study limitations included non-randomized design and self-reported outcomes.

conclusionsePOCT+ substantially reduced antibiotic prescribing in Rwandan pediatric primary care without compromising clinical recovery. Integration into Rwanda's national electronic medical record platform is critical to ensure unified clinical and reporting functions. This could streamline service delivery, improve data quality, and promote evidence-based care at scale.

trial registrationClinicaltrials.gov NCT05108831.

Identifiers

PMID41746877
PMCPMC12944774

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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.