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Updated: Sep 28, 2025

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Malignancy risk of thyroid nodules: quality assessment of the thyroid ultrasound report
Luís Raposo1,2,3, Cláudia Freitas4,5, Raquel Martins4,6
1Grupo de Estudo da Tiroide (GET), Sociedade Portuguesa de Endocrinologia, Diabetes e Metabolismo (SPEDM), Rua Fernando Vicente Mendes, 1B, 1600-892, Lisbon, Portugal. luisraposoendo@gmail.com.
Background:
Thyroid nodules are a challenge in clinical practice and thyroid ultrasonography is essential for assessing the risk of malignancy. The use of ultrasound-based malignancy risk classification systems has been recommended by several scientific societies but radiologist's adherence to these guidelines may vary. The authors aimed to analyze the quality of the information provided by the thyroid ultrasound report, to assess the malignancy risk of thyroid nodules, in Portugal.
Methods:
Multicenter and retrospective study, conducted in three of the five Portuguese NUTS2 corresponding to about 88.3% of the mainland population. We included 344 consecutive unselected participants aged ≥ 18 years who underwent thyroid ultrasonography in 2019. The description of six features of the dominant thyroid nodule was analyzed: maximum size, shape, margins, composition, echogenicity and echogenic foci. A utility score, including these six features, was used as an indicator of the report's quality. A score of 4 was considered as a minimum value.
Results:
Maximum diameter was reported for all nodules. Shape, margins, composition, echogenicity and echogenic foci were reported in 8.1%, 25.0%, 76.5%, 53.2% and 20.9%, respectively. Only 21.8% of the nodules had a score ≥ 4. At least one of four suspicious features, including marked hypoechogenicity, microcalcifications, irregular margins and non-oval shape, was identified in 8.7% of the nodules. Cervical lymph nodes' status was reported in 93% of the exams. The risk category was only reported in 7.8% of the participants.
Conclusion:
The adherence of Portuguese radiologists to a standardized reporting model and to an ultrasound-based malignancy risk stratification system is still low and has implications for the correct characterization of the malignancy risk of nodules and the decision to perform fine-needle aspiration biopsy.
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