ArticleEye (London, England)2023
Feasibility study of an automated Strabismus screening Test using Augmented Reality and Eye-tracking (STARE).
Article in Eye (London, England), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis that pooled it.
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Who cites it
12 citing papers in PubMed, 1 synthesis or guideline pooled it, 22 citations in OpenAlex.
- Automated strabismus evaluation: a critical review and meta-analysis.Frontiers in neurology · 2025Pooled it
- A study on eye movement trajectory classification for strabismus screening via integration of global dependencies and temporal dynamics.Medical & biological engineering & computing · 2026Article
- Development and Clinical Validation of a Digital Eye-Tracking-Based Cover Test for Ocular Misalignment.Ophthalmology science · 2026Article
- Conventional Versus Virtual Reality-Based Hess-Lancaster Assessment: Agreement and Repeatability in Ocular Motility Evaluation.Journal of eye movement research · 2026Article
- A Virtual Reality Simulated Alternate Cover Test to Evaluate Adults with Strabismus.Ophthalmology science · 2026Article
- An Open-Source Horizontal Strabismus Simulator as an Evaluation Platform for Monocular Gaze Estimation Using Deep Learning Models.Journal of eye movement research · 2026Article
- One-stop strabismus digital diagnosis via AI-integrated skin-like and wearable "Eyelectronics".Science advances · 2026Article
- A Novel Virtual Reality-Based System for Measuring Deviation Angle in Strabismus: A Prospective Study.Diagnostics (Basel, Switzerland) · 2025Article
- High-Accuracy Intermittent Strabismus Screening via Wearable Eye-Tracking and AI-Enhanced Ocular Feature Analysis.Biosensors · 2025Article
- Wearable Biosensor Smart Glasses Based on Augmented Reality and Eye Tracking.Sensors (Basel, Switzerland) · 2024Article
- Extended reality for strabismus screening in developing countries.Eye (London, England) · 2024Article
- Accuracy of a system combining virtual reality and artificial intelligence for screening pediatric strabismus.Digital healthArticle
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Authors and funding
3 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundNew digital technologies (augmented reality headsets, eye-tracking) may potentially allow for automated assessments of ocular misalignment. Here, we evaluate the feasibility of a novel, open-source strabismus test ("STARE") as an automated screening tool.
methodsWork progressed in 2 phases. In phase 1 ("development"), we used Fresnel prisms to elicit horizontal misalignments of known magnitude (1-40 prism dioptres) in orthotropic controls. In phase 2 ("validation"), we applied the system to adults with an established diagnosis of strabismus, and quantified the ability of the test to distinguish between those with horizontal misalignment and those without. Agreement between the alternate prism cover test measurements and STARE measurements was computed using Bland-Altman plots and product-moment correlation coefficients.
resultsSeven orthotropic controls and nineteen patients with strabismus were recruited (mean age 58.7 ± 22.4 years). STARE was able to identify the presence of horizontal strabismus with an area under the curve of 1.00 (100% sensitivity and 100% specificity). The mean difference (bias) {95% CI} was 2.1 {-1.8, 9.9} prism dioptres, and the 95% coefficient of repeatability {95% CI} was ±27.9 {14.8, 50.8} prism dioptres. The Pearson correlation between APCT and STARE was r
conclusionsSTARE shows promise as a simple, automated tool for performing a screening assessment of strabismus. It is a rapid (60 s) test that can be performed using a consumer augmented reality headset with integrated eye-tracking, and might conceivably be used remotely by non-specialists in future as a means of highlighting individuals needing face-to-face specialist care.
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