Vision Screening with a Smartphone, Bounded by Optics: A Protocol Derived from Display, Camera and Pinhole Limits

A smartphone screening protocol derived from the physics of the phone itself. Display pixel subtense across 326-500 PPI shows that at 2 m every phone renders a 6/6 optotype stroke with at least 7.47 pixels, while at 40 cm the lowest-density phone robustly renders only 6/15. Eccentric photorefraction with a 10 mm built-in flash separation at 1 m has a geometric dead zone of 3.33 dioptres and a smallest reliably detectable crescent at 4.69 dioptres, so it can flag only very large errors. Acuity plus a 1.2 mm pinhole detects defocus from 0.63 dioptres at the 6/12 boundary and assigns a refractive cause from 1.19 dioptres. The specified protocol (2 m distance acuity, 6/12 referral threshold, pinhole step, gross photorefraction flag only) has modelled sensitivity 95.18 percent and specificity 98.82 percent under stated population and noise assumptions. Fine acuity grades, dioptre values, astigmatism axis and internal eye health are explicitly outside the supported limits. SIMULATED, NOT MEASURED.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-10
DOI
https://doi.org/10.5281/zenodo.24108711
Primary Topic
Ophthalmology and Visual Impairment Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
article

Vision Screening with a Smartphone, Bounded by Optics: A Protocol Derived from Display, Camera and Pinhole Limits

William Alexander Aldred
Zenodo (CERN European Organization for Nuclear Research)
Ophthalmology and Visual Impairment Studies
article

Vision Screening with a Smartphone, Bounded by Optics: A Protocol Derived from Display, Camera and Pinhole Limits

William Alexander Aldred
article en

Abstract

A smartphone screening protocol derived from the physics of the phone itself. Display pixel subtense across 326-500 PPI shows that at 2 m every phone renders a 6/6 optotype stroke with at least 7.47 pixels, while at 40 cm the lowest-density phone robustly renders only 6/15. Eccentric photorefraction with a 10 mm built-in flash separation at 1 m has a geometric dead zone of 3.33 dioptres and a smallest reliably detectable crescent at 4.69 dioptres, so it can flag only very large errors. Acuity plus a 1.2 mm pinhole detects defocus from 0.63 dioptres at the 6/12 boundary and assigns a refractive cause from 1.19 dioptres. The specified protocol (2 m distance acuity, 6/12 referral threshold, pinhole step, gross photorefraction flag only) has modelled sensitivity 95.18 percent and specificity 98.82 percent under stated population and noise assumptions. Fine acuity grades, dioptre values, astigmatism axis and internal eye health are explicitly outside the supported limits. SIMULATED, NOT MEASURED.

Zenodo (CERN European Organization for Nuclear Research)
Ophthalmology and Visual Impairment Studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon