Evaluating Consistency and Accuracy of GPT-4 Omni to Analyze Thyroid Ultrasound Features and ACR TR Categories to Aid Report Generation

GPT-4o's consistency and accuracy of analyzing thyroid sonography images can be gradually improved by segmentation methods and a few-shot setting, and finally achieves a junior-radiologist level in this preliminary study. This can potentially benefit report generation, while multicenter validation is needed.

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Publication Details

Journal
Current Medical Imaging Formerly Current Medical Imaging Reviews
Published
2026-03-12
DOI
https://doi.org/10.2174/0115734056437835260214191655
Primary Topic
Radiology practices and education
Type
article
Field-Weighted Citation Impact
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article

Evaluating Consistency and Accuracy of GPT-4 Omni to Analyze Thyroid Ultrasound Features and ACR TR Categories to Aid Report Generation

Zebang Yang, Tongyi Huang, Xiaoer Zhang, Wei Wu et al.
Current Medical Imaging Formerly Current Medical Imaging Reviews
Radiology practices and education
article

Evaluating Consistency and Accuracy of GPT-4 Omni to Analyze Thyroid Ultrasound Features and ACR TR Categories to Aid Report Generation

Zebang Yang, Tongyi Huang, Xiaoer Zhang, Wei Wu, Jiaqian YAO, Lei Huang, Ming Xu, Xiaoyan Xie, Lin Jiang
article en

Abstract

GPT-4o's consistency and accuracy of analyzing thyroid sonography images can be gradually improved by segmentation methods and a few-shot setting, and finally achieves a junior-radiologist level in this preliminary study. This can potentially benefit report generation, while multicenter validation is needed.

Current Medical Imaging Formerly Current Medical Imaging ReviewsVol. 22
Sun Yat-sen University (CN), The First Affiliated Hospital, Sun Yat-sen University (CN)
Openalex Percentile: Top 22%
Radiology practices and education
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