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Clinical Applicability Considerations in Ultrasound-Based Machine Learning Models for BI-RADS 4A Lesions

Qingmin Wang1, Fan Wang1, Fei Huang2

  • 1Institute of Biomedical Engineering, School of Life Sciences, Shanghai University, Shanghai, China.

Journal of Ultrasound in Medicine : Official Journal of the American Institute of Ultrasound in Medicine
|May 6, 2026
PubMed
Abstract

No abstract available in PubMed .

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Ultrasonography

Ultrasonography is an imaging technique that uses high-frequency sound waves to visualize the body's internal structures. It is a non-invasive and safe procedure that does not involve the use of ionizing radiation, making it widely used in various medical fields. Ultrasonography is used to study heart function, blood flow in the neck or extremities, certain conditions such as gallbladder disease, and fetal growth and development.
During an ultrasonography procedure, a handheld device called a...