Artificial Intelligence Diagnosis of Ocular Motility Disorders From Clinical Videos

This proof-of-concept study demonstrates the feasibility of using Gemini 2.0 for automated recognition of EOM abnormalities in clinical videos. Although performance was stronger in overt cases, overall diagnostic accuracy remains limited. Substantial validation on standardized, clinician-annotated datasets is needed before clinical application.

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Publication Details

Journal
Journal of Neuro-Ophthalmology
Published
2025-08-28
DOI
https://doi.org/10.1097/wno.0000000000002393
Citations
1
Primary Topic
Retinal Imaging and Analysis
Type
article
Field-Weighted Citation Impact
1.36
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article

Artificial Intelligence Diagnosis of Ocular Motility Disorders From Clinical Videos

Michael Balas, David Mikhail
1 citations
Journal of Neuro-Ophthalmology
Retinal Imaging and Analysis
1.36
article

Artificial Intelligence Diagnosis of Ocular Motility Disorders From Clinical Videos

Michael Balas, David Mikhail
article en
1 citations

Abstract

This proof-of-concept study demonstrates the feasibility of using Gemini 2.0 for automated recognition of EOM abnormalities in clinical videos. Although performance was stronger in overt cases, overall diagnostic accuracy remains limited. Substantial validation on standardized, clinician-annotated datasets is needed before clinical application.

Journal of Neuro-OphthalmologyVol. 46(1)
Toronto Western Hospital (CA)
Openalex Percentile: Top 16%
Retinal Imaging and Analysis
1.36
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Artificial Intelligence Diagnosis of Ocular Motility Disorders From Clinical Videos — Michael Balas, David Mikhail · Journal of Neuro-Ophthalmology (2025) | TGRS Research Map | TGRS