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Updated: Jan 21, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Surgeon-Performed Ultrasonographic Evaluation and Predication for Large Thyroid Nodules-A Case-Control Study.
Oded Cohen1, Yonatan Lahav1, Doron Halperin1
1Department of Otolaryngology Head and Neck Surgery, Kaplan Medical Center, Hadassah School of Medicine, Hebrew University in Jerusalem, Rehovot, Israel.
Ultrasonography can help risk-stratify large thyroid nodules. Features like hypoechogenicity and irregular borders in nodules ≥3.0 cm indicate malignancy, guiding aggressive management strategies.
Area of Science:
- Endocrinology
- Radiology
- Oncology
Background:
- Management strategies for large thyroid nodules (≥3.0 cm) lack clarity.
- Ultrasonography is crucial for thyroid nodule assessment but its role in risk-stratifying large nodules is understudied.
Purpose of the Study:
- To evaluate the effectiveness of ultrasonography in characterizing and risk-stratifying thyroid nodules measuring 3.0 cm or larger.
Main Methods:
- A retrospective case-control study compared sonographic features of 137 large thyroid nodules (≥3.0 cm) with 400 smaller nodules (<3.0 cm).
- Nodules were assessed for size, texture, echogenicity, shape, calcifications, border, spongiform appearance, and vascularity by a single thyroid surgeon.
Main Results:
- Large nodules (≥3.0 cm) showed an increased risk of malignancy (OR 2.41).
- Microcalcifications, hypoechogenicity, and irregular borders were more common in smaller nodules.
- Within large nodules, hypoechogenicity and irregular margins were linked to malignancy, with irregular borders showing higher specificity (100%) in this group.
Conclusions:
- Sonographic characteristics of large thyroid nodules differ significantly from smaller ones.
- Hypoechogenicity and irregular borders in large nodules are associated with malignancy.
- These findings support an aggressive approach, including fine needle aspiration and potential surgical resection, for large thyroid nodules exhibiting these features.
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