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Updated: May 29, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Surgeon-performed ultrasound can predict benignity in thyroid nodules
Melanie Goldfarb1, Steven Gondek, Carmen Solorzano
1Division of Endocrine Surgery, University of Miami Leonard M. Miller School of Medicine, Miami, FL, USA.
Background:
Surgeon-performed ultrasound (SUS) has become an extension of the physical examination in the evaluation of patients with thyroid nodules. Amid concerns that too many "diagnostic" thyroidectomies are performed, this study examines the usefulness of SUS in predicting benign thyroid nodules.
Methods:
A retrospective review of 624 patients with solitary or dominant thyroid nodules and prospectively collected data of SUS nodule features before thyroidectomy (benign = 407; malignant = 217) was performed. A specific model for statistical analysis was created to predict benignity.
Results:
Significant predictors of benignity by SUS after logistic regression included isoechogenicity, cystic component, no microcalcifications, regular borders, and size <1 cm. The resultant specificity of this reduced model was 97.6% with a 10.6% sensitivity for predicting benign pathology. After excluding patients with lesions >4 cm or a history of thyroid cancer, thyroid nodules measuring 1-4 cm with the presence of the 4 other criteria by SUS was 98.5% specific for the detection of benign pathology (1.5% false-negative rate).
Conclusion:
Approximately 10% of thyroidectomy patients had benign nodules that were 1-4 cm, isoechoic, with regular borders, had a cystic component, and no microcalcifications by SUS. Patients without clinical risk factors and these SUS features may safely forego further fine needle aspiration and thyroid lobectomy, and can be monitored with serial ultrasound examinations.
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