Table-based language models for ophthalmology assessment in the emergency department

GPT-4o could accurately synthesize tabular data and provide assessments and diagnoses in real-world ophthalmology encounters, in addition to identify encounters with documentation that did not support the final ED encounter diagnosis. This capability has the potential to support the clinician's diagnosis.

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Publication Details

Journal
Graefe s Archive for Clinical and Experimental Ophthalmology
Published
2025-10-13
DOI
https://doi.org/10.1007/s00417-025-06972-w
Primary Topic
Clinical Reasoning and Diagnostic Skills
Type
article
Field-Weighted Citation Impact
0.00
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article

Table-based language models for ophthalmology assessment in the emergency department

Lauren Lee, Juan Lavista Ferres, Shu Feng, Kathryn L. Moore et al.
Graefe s Archive for Clinical and Experimental Ophthalmology
Clinical Reasoning and Diagnostic Skills
article

Table-based language models for ophthalmology assessment in the emergency department

Lauren Lee, Juan Lavista Ferres, Shu Feng, Kathryn L. Moore, Karine Duarte Bojikian, Minji Kim, Nadia Popovici
article en

Abstract

GPT-4o could accurately synthesize tabular data and provide assessments and diagnoses in real-world ophthalmology encounters, in addition to identify encounters with documentation that did not support the final ED encounter diagnosis. This capability has the potential to support the clinician's diagnosis.

Graefe s Archive for Clinical and Experimental OphthalmologyVol. 264(1)
Microsoft (United States) (US), University of Washington (US), University of Washington Applied Physics Laboratory (US)
Openalex Percentile: Top 67%
Clinical Reasoning and Diagnostic Skills
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Table-based language models for ophthalmology assessment in the emergency department — Lauren Lee, Juan Lavista Ferres, et al. · Graefe s Archive for Clinical and Experimental Ophthalmology (2025) | TGRS Research Map | TGRS