Evidence map›Paper›PMID 41720927›Full record

ArticleScientific reports2026

Screening test for early detection of myopia based on hybrid images.

Federico Tommasi, Francesca Cosseddu, Alessio Giorgetti, Paolo Antonino Grasso, Alessandro Farini, Massimo Gurioli

Abstract read
In one paragraph

Article in Scientific reports, 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
–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.

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

6 authors.

Federico TommasiDepartment of Physics and Astronomy, University of Florence, 50019, Sesto Fiorentino, Italy.
Francesca CossedduDepartment of Physics and Astronomy, University of Florence, 50019, Sesto Fiorentino, Italy.
Alessio GiorgettiDepartment of Physics and Astronomy, University of Florence, 50019, Sesto Fiorentino, Italy.
Paolo Antonino GrassoDepartment of Physics and Astronomy, University of Florence, 50019, Sesto Fiorentino, Italy.
Alessandro FariniDepartment of Physics and Astronomy, University of Florence, 50019, Sesto Fiorentino, Italy. alessandro.farini@cnr.it.
Massimo GurioliDepartment of Physics and Astronomy, University of Florence, 50019, Sesto Fiorentino, Italy.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Myopia screening is crucial as early intervention can slow its progression reducing the risk of vision-threatening diseases. We present an innovative method that can be used by non-experts, such as parents. The method relies on "hybrid images", an optical illusion merging two images with different spatial frequencies, creating a perception that changes depending on visual acuity. Hybrid images are created by combining one image with reduced low spatial frequencies and another with attenuated high spatial frequencies. Various cutoff frequencies have been tested, and an optimization phase was run to select the best-performing images using subjects with known visual acuity altered by positive lenses. We used animal images, as they are well-suited for hybrid images due to their facial features and help frame the screening as a game, an essential aspect for children and engaging for young people. The optimized hybrid images were tested monocularly on 81 young adults (mean age [Formula: see text]) with and without visual correction. The method showed high accuracy in distinguishing visual acuity above or below +0.1 logMar, with sensitivity ranging from 0.86 to 0.95 and specificity from 0.94 to 0.97. Presented as a proof of concept, the method demonstrates high specificity, highlighting its potential for non-clinical screenings (e.g., schools) using only five printed images.

Indexed as

MyopiaAdultAnimalsEarly DiagnosisFemaleHumansMaleSensitivity and SpecificityVisual AcuityYoung AdultHybrid images, Screening test, MyopiaVisual acuity

Identifiers

PMID41720927
PMCPMC13021923

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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 OpenQuestion graph.