Assessment of Differential Diagnoses for Oculoplastics Cases Produced by Large Language Models

LLMs show promising potential in diagnosing oculoplastic cases, with OcuSmart/EyeGPT and Claude 3.5 performing best for determining the case diagnosis and recall, and ChatGPT 3.5, OcuSmart/EyeGPT, and Gemini generating concise and relevant differentials. However, further research and development are necessary to validate LLMs' capabilities and integrate them into the clinical workflow.

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Publication Details

Journal
Ophthalmic Plastic and Reconstructive Surgery
Published
2025-08-11
DOI
https://doi.org/10.1097/iop.0000000000002984
Citations
1
Primary Topic
Biomedical Text Mining and Ontologies
Type
article
Field-Weighted Citation Impact
0.81
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article

Assessment of Differential Diagnoses for Oculoplastics Cases Produced by Large Language Models

Sruti Rachapudi, Thomas A. Oetting, Sean M. Rodriguez, Pete Setabutr et al.
1 citations
Ophthalmic Plastic and Reconstructive Surgery
Biomedical Text Mining and Ontologies
0.81
article

Assessment of Differential Diagnoses for Oculoplastics Cases Produced by Large Language Models

Sruti Rachapudi, Thomas A. Oetting, Sean M. Rodriguez, Pete Setabutr, Ann Q. Tran, Jeffrey Peterson, Kevin Heinze, Sasha Hubschman
article en
1 citations

Abstract

LLMs show promising potential in diagnosing oculoplastic cases, with OcuSmart/EyeGPT and Claude 3.5 performing best for determining the case diagnosis and recall, and ChatGPT 3.5, OcuSmart/EyeGPT, and Gemini generating concise and relevant differentials. However, further research and development are necessary to validate LLMs' capabilities and integrate them into the clinical workflow.

Ophthalmic Plastic and Reconstructive SurgeryVol. 42(1)
Cornell University (US), University of Illinois Chicago (US)
Quality Education
Openalex Percentile: Top 25%
Biomedical Text Mining and Ontologies
0.81
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