Evidence map›Paper›PMID 42814762›Full record

ArticlePloS one2026

Development and pilot implementation of CERMATA: A digital referral-based vision screening platform for Indonesian primary school children.

Kianti Raisa Darusman, Alicia Kartika, Christella Caroline, Tanessa Audrey Wihardji, Bunga Pelangi, Ray Wagiu Basrowi, Nila Faried Moeloek

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

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Kianti Raisa DarusmanIndonesia Health Development Center (IHDC), Jakarta, Indonesia.
Alicia KartikaIndonesia Health Development Center (IHDC), Jakarta, Indonesia.ORCID https://orcid.org/0000-0003-1095-7343
Christella CarolineHealth Collaborative Center (HCC), Jakarta, Indonesia.
Tanessa Audrey WihardjiHealth Collaborative Center (HCC), Jakarta, Indonesia.
Bunga PelangiHealth Collaborative Center (HCC), Jakarta, Indonesia.
Ray Wagiu BasrowiIndonesia Health Development Center (IHDC), Jakarta, Indonesia.ORCID https://orcid.org/0000-0002-9507-527X
Nila Faried MoeloekIndonesia Health Development Center (IHDC), Jakarta, Indonesia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundRefractive error is a leading treatable cause of visual impairment among school-aged children, yet implementation of standardized school-based vision screening remains inconsistent in many low- and middle-income countries. CERMATA is a web-based digital platform that integrates the validated WHOeyes mobile application with referral management and program monitoring.

methodsThis cross-sectional pilot implementation study evaluated the operational feasibility and preliminary screening performance of CERMATA in two primary schools participating in the initial implementation phase of the CERMATA program in Jakarta, Indonesia. Seventy-two children aged 9-12 years completed both CERMATA screening and standardized Snellen visual acuity assessment on the same day. Referral-level reduced visual acuity was defined as presenting visual acuity worse than 6/9 in either eye. Screening performance, agreement, and receiver operating characteristic (ROC) analysis were evaluated at the participant level using the poorer eye.

resultsAccording to the Snellen reference assessment, 58 participants (80.6%) met the referral criterion. CERMATA demonstrated a sensitivity of 96.6%, specificity of 71.4%, positive predictive value of 93.3%, negative predictive value of 83.3%, and overall accuracy of 91.7%. Agreement with the reference assessment was substantial (κ = 0.719), and ROC analysis demonstrated excellent discrimination (AUC = 0.914; 95% CI, 0.83-1.00). All participants included in the screening performance analysis completed both assessments, supporting the operational feasibility of the screening workflow.

conclusionIn this pilot implementation study, CERMATA demonstrated promising screening performance and operational feasibility for identifying reduced vision in older primary school-aged children. Larger multicenter implementation studies are warranted to confirm its performance, scalability, and integration into routine eye-care pathways before national-scale implementation.

Indexed as

Mobile ApplicationsRefractive ErrorsVision ScreeningChildCross-Sectional StudiesFemaleHumansIndonesiaMalePilot ProjectsReferral and ConsultationROC CurveSchoolsVisual Acuity

Identifiers

PMID42814762
PMCPMC13626466

What Socratic holds

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Registered trials

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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 Socratic graph.