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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 I
Vito Cantisani1, Maija Radzina2,3, Christoph F Dietrich4
1"Sapienza" University of Rome, Department of BeSSA, Italy, Rome.
Summary
Multiparametric ultrasound (MPUS) evaluation improves thyroid nodule characterization, reducing unnecessary procedures. This guideline promotes MPUS for accurate diagnosis and appropriate patient treatment, minimizing overtreatment.
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 and overtreatment.
- Current diagnostic methods for thyroid nodules are often costly, time-consuming, and can result in unnecessary interventions.
Purpose of the Study:
- To provide a guideline for the recognition and use of multiparametric ultrasound (MPUS) features in thyroid nodule characterization.
- To minimize unnecessary interventions and guide appropriate treatments for thyroid nodules through enhanced ultrasound evaluation.
- 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 recommendations from the European Federation of Societies for Ultrasound in Medicine and Biology (EFSUMB).
- Analysis of MPUS applications in specific scenarios like indeterminate nodules, multinodular goiter, and lymph node staging.
Main Results:
- MPUS, incorporating technologies like Microvascular flow imaging, Elastosonography, contrast-enhanced ultrasound (CEUS), and artificial intelligence (AI), enhances thyroid nodule characterization.
- MPUS is valuable in guiding thyroid biopsy/aspiration and staging cervical lymph nodes.
- Evidence-based recommendations are provided for MPUS use in various thyroid nodule scenarios.
Conclusions:
- Multiparametric ultrasound evaluation is essential for accurate thyroid nodule characterization and management.
- Adoption of MPUS in routine clinical practice can significantly reduce unnecessary diagnostic procedures and overtreatment.
- This guideline aims to standardize and promote the effective use of MPUS in clinical settings for improved patient outcomes.
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