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Updated: May 7, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
[Logistic regression analysis of contrast-enhanced ultrasound and ultrasonic elastography in differential diagnosis
Yong-bo Xu1, Hua Wang, Qi Zhou
1Department of Medical Ultrasound, Second Affiliated Hospital, School of Medicine, Xi'an Jiaotong University, Xi'an 710004, China.
Objective:
To evaluate the contrast-enhanced ultrasound(CEUS) and ultrasonic elastography (UE) in diagnosis of thyroid nodules by a binary Logistic regression model.
Methods:
A total 149 cases with thyroid nodules were examed by CEUS and UE and were confirmed by surgical pathology. A Logistic model was obtained on the basis of ultrasonographic features. Receiver operator characteris(ROC) curve was constructed to assess the performance of the Logistic model.
Results:
Four ultrasonographic features including calcification, enhancement degree, biggest perfusion strength and elastic score were finally entered into the Logistic model. The percentage of correct prediction was 91.90%.
Conclusion:
Both CEUS and UE have high value in differential diagnosis of thyroid nodules and the Logistic regression model has high diagnostic rate.
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