Evidence map›Paper›PMID 42557529›Full record

SynthesisOphthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists)2026

Diagnostic Accuracy of Teacher-Administered School Vision Screening: A Systematic Review and Meta-Analysis.

Mariana Cunha, Amélia Fernandes Nunes, Marco Miguel, Dário Ferreira, Carla Lanca

Abstract readSystematic ReviewMeta-AnalysisReview
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In one paragraph

Synthesis in Ophthalmic & physiological optics : the journal of the British College of Ophthalmic Opticians (Optometrists), 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
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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

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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

5 authors.

Mariana CunhaHealth Sciences Research Centre (CICS-UBI), University of Beira Interior, Covilhã, Portugal. mariana.cunha@ubi.pt.ORCID http://orcid.org/0009-0004-5683-0123
Amélia Fernandes NunesHealth Sciences Research Centre (CICS-UBI), University of Beira Interior, Covilhã, Portugal.ORCID http://orcid.org/0000-0002-5001-3534
Marco MiguelHealth Sciences Research Centre (CICS-UBI), University of Beira Interior, Covilhã, Portugal.ORCID http://orcid.org/0009-0004-1955-4190
Dário FerreiraCenter of Mathematics and Applications (CMA-UBI), University of Beira Interior, Covilhã, Portugal.ORCID http://orcid.org/0000-0001-9095-0947
Carla LancaDivision of Science, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates.ORCID http://orcid.org/0000-0001-9918-787X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeTo determine the diagnostic performance (sensitivity [SE] and specificity [SP]) of vision screening conducted by teachers compared to a gold-standard visual examination performed by eye care professionals for identifying refractive errors in children.

methodsThis systematic review and meta-analysis searched PubMed, Web of Science and Scopus for studies involving children aged 4-18 years. Methodological quality was assessed using the QUADAS-2 tool, and diagnostic accuracy was synthesised using a Bivariate Random-Effects Model.

resultsNineteen articles (24 study arms) were included, involving approximately 5.7 million children and 34,500 teachers. Global meta-analysis revealed a pooled SE of 76.8% (95% CI: 62.4%, 86.9%), SP of 93.6% (95% CI: 85.7%, 97.3%) and area under the curve (AUC) of 0.92. Low-risk studies showed more conservative values (SE: 72.1% [95% CI: 57.2%, 83.4%]; SP: 96.0% [95% CI: 89.3%, 98.5%]) compared to high/unclear risk investigations (SE: 80.1% [95% CI: 55.6%, 92.8%]; SP: 90.8% [95% CI: 71.4%, 97.5%]). Additionally, (1) studies using a 6/12 cutoff showed more consistent diagnostic performance (minimum SE: 72.6%); (2) sensitivity was significantly higher in younger children (89.29%) than in adolescents (45.45%) and (3) studies specifying a cycloplegia protocol reported superior performance, with SE > 92.0% and SP > 72.0%. Overlapping confidence intervals and bias variability suggest that diagnostic accuracy depends on both reference standard rigour and teacher training/motivation.

conclusionVision screening by teachers is a viable strategy with high potential. Studies using a 6/12 cutoff demonstrated more consistent diagnostic performance, although this may reflect differences in study quality. The success of the programme depends on solid practical training and rigorous validation protocols. Involving all classroom teachers proves to be the preferred strategy for maximising early detection, while the selected teachers model stands out for its greater logistical feasibility. Continuous teacher training remains essential for the sustainability of vision screening programmes.

Indexed as

Refractive ErrorsSchoolsSchool TeachersVision ScreeningAdolescentChildChild, PreschoolHumansSensitivity and SpecificityDiagnostic accuracyMeta-analysisRefractive errorsSchool vision screeningTeacher-administered screening

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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 OpenQuestion graph.