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Updated: Dec 31, 2025

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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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Thyroid nodules: diagnostic evaluation based on thyroid cancer risk assessment
Naykky Singh Ospina1, Nicole M Iñiguez-Ariza2, M Regina Castro3
1Division of Endocrinology, Department of Medicine, University of Florida, Gainesville, FL, USA.
Summary
Thyroid nodules are common, but careful risk assessment guides biopsy decisions to avoid overdiagnosis and missed cancers. Newer tests help clarify risks for indeterminate thyroid biopsy results, aiding management choices.
Area of Science:
- Endocrinology
- Oncology
- Radiology
Background:
- Thyroid nodules are highly prevalent, often incidentally discovered.
- Over-evaluation of nodules risks unnecessary diagnoses, while under-evaluation can miss cancers.
Purpose of the Study:
- To review the importance of appropriate thyroid nodule evaluation.
- To discuss diagnostic tests for clarifying thyroid cancer risk.
- To emphasize patient preferences in management decisions.
Main Methods:
- Review of clinical guidelines and recent evidence on thyroid nodule evaluation.
- Analysis of diagnostic strategies for risk stratification.
- Discussion of ancillary testing for indeterminate biopsy results.
Main Results:
- Risk assessment using clinical and ultrasound features guides biopsy necessity.
- Ancillary tests (molecular markers, cytology review) improve risk stratification for indeterminate nodules.
- Integrating patient values is crucial for personalized management.
Conclusions:
- Judicious evaluation of thyroid nodules balances cancer detection with avoiding overdiagnosis.
- Advanced diagnostic tools enhance risk assessment for thyroid nodules.
- Shared decision-making is essential for managing thyroid nodules with uncertain cancer risk.
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