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Updated: Jul 31, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Evaluation of the thyroid nodule.
1Department of Otolaryngology Head and Neck Surgery, H. Lee Moffitt Cancer Center and Research Institute, University of South Florida, Tampa, FL 33612, USA.
Detecting thyroid cancer involves evaluating nodules; while many are benign, certain signs like enlarged lymph nodes suggest malignancy. Fine-needle aspiration is the gold standard for diagnosis, with small incidentalomas often monitored.
Area of Science:
- Endocrinology
- Oncology
- Diagnostic Imaging
Background:
- Thyroid nodules are common, affecting up to 4% of the US population.
- Ultrasound reveals nodules in up to 50% of individuals over 50.
Purpose of the Study:
- To outline a clinical strategy for diagnosing and detecting thyroid cancer.
- To differentiate between benign and malignant thyroid nodules.
Main Methods:
- Review of clinical experience and existing literature.
- Analysis of risk factors and clinical presentation of thyroid nodules.
Main Results:
- Prior neck irradiation is a risk factor for thyroid cancer.
- Enlarged lymph nodes or nodule fixation suggest malignancy; diffuse multinodular glands are typically benign.
- Thyroid function tests have limited diagnostic value.
Conclusions:
- Fine-needle aspiration (FNA) is the definitive diagnostic method for thyroid nodules.
- Small, asymptomatic nodules ('incidentalomas') often require monitoring for changes.
- A systematic approach aids in the accurate diagnosis of thyroid cancer.
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