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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Ziman Chen

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2 papers indexed here

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Sep 2026

Impact of Clinician-Recorded ACR TI-RADS Features on ChatGPT-5.4-Based Thyroid Nodule Classification.

BACKGROUND Multimodal large language models (LLMs) have shown potential in medical image analysis, but their performance in the direct interpretation of thyroid ultrasound images remains limited. Whether clinician-recorded structured sonographic features can improve LLM-based thyroid nodule classification is unclear....

Zi-Man Chen, Fei Chen, Ying-Li Wang · 0 citations
Aug 2026

Comparative Performance of Multimodal Large Language Models in Grayscale Ultrasound-Based Classification of Thyroid Nodules.

Publicly available multimodal LLMs showed measurable but heterogeneous performance in grayscale ultrasound-based thyroid nodule classification, but none of the models matched senior radiologist-level performance.

Zi-Man Chen, Ying-Li Wang, Fei Chen · 0 citations

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