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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Yingli Wang

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Open access Oct 2026

Assessing the accuracy of ChatGPT-5.6 in American College of Radiology Thyroid Imaging Reporting and Data System feature scoring and classification from synthetic free-text thyroid ultrasound reports.

ObjectivesThe American College of Radiology Thyroid Imaging Reporting and Data System (ACR TI-RADS) provides a standardized framework for thyroid nodule risk stratification based on predefined ultrasound features. This study aimed to evaluate the accuracy and robustness of ChatGPT-5.6 Sol in extracting and scoring ACR...

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

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

Clinician-recorded structured ACR TI-RADS features improved ChatGPT-5.4 thyroid nodule classification accuracy when provided alongside ultrasound images, however, the combined strategy did not achieve higher overall accuracy than features-only input.

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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