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Updated: Jan 9, 2026

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A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
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EFSUMB Guidelines on Multiparametric Ultrasound Thyroid Nodule Evaluation: PART II
Vito Cantisani1, Maija Radzina2,3, Christoph F Dietrich4
1Department of BeSSA, "Sapienza" University of Rome, Rome, Italy.
Summary
Multiparametric ultrasound (MPUS) evaluation improves thyroid nodule characterization, reducing unnecessary procedures. This guideline promotes MPUS for better diagnosis and treatment, minimizing overtreatment in clinical practice.
Area of Science:
- Radiology
- Oncology
- Endocrinology
Background:
- Thyroid nodules are common, but malignancy rates are low (4-6.5%), leading to frequent invasive diagnostic procedures.
- Current diagnostic methods for thyroid nodules can be costly, time-consuming, and result in overtreatment.
- Technological advancements in ultrasound, including multiparametric ultrasound (MPUS) features, offer improved characterization capabilities.
Purpose of the Study:
- To provide a guideline for the recognition and use of new multiparametric ultrasound features in thyroid nodule evaluation.
- To minimize unnecessary diagnostic interventions and guide appropriate treatments for thyroid nodules.
- To stimulate the routine clinical practice adoption of MPUS for thyroid nodule assessment.
Main Methods:
- Review of published literature on multiparametric ultrasound for thyroid nodules.
- Expert consensus from the European Federation of Societies for Ultrasound in Medicine and Biology (EFSUMB).
- Analysis of MPUS applications in specific scenarios: indeterminate nodules, multinodular goiter, extrathyroidal extension, and lymph node staging.
Main Results:
- MPUS, incorporating features like Microvascular flow imaging, Elastosonography, contrast-enhanced ultrasound (CEUS), and artificial intelligence (AI), enhances thyroid nodule characterization.
- MPUS aids in guiding thyroid biopsy/aspiration and staging cervical lymph nodes.
- Recommendations are provided based on evidence levels and expert consensus for various thyroid nodule scenarios.
Conclusions:
- Multiparametric ultrasound evaluation is essential for accurate thyroid nodule characterization, differentiating benign from malignant cases.
- Implementing MPUS in routine practice can significantly reduce unnecessary invasive procedures and overtreatment.
- This guideline aims to standardize the use of MPUS, improving diagnostic accuracy and patient management for thyroid nodules.
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