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Updated: Jun 15, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Observer variability and the performance between faculties and residents: US criteria for benign and malignant
Sung Hun Kim1, Chang Suk Park, So Lyung Jung
1Department of Radiology, College of Medicine, The Catholic University of Korea, Seoul 137-701, Korea.
Objective:
To evaluate the interobserver variability and performance in the interpretation of ultrasonographic (US) findings of thyroid nodules.
Materials And Methods:
72 malignant nodules and 61 benign nodules were enrolled as part of this study. Five faculty radiologists and four residents independently performed a retrospective analysis of the US images. The observers received one training session after the first interpretation and then performed a secondary interpretation. Agreement was analyzed by Cohen's kappa statistic. Degree of performance was analyzed using receiver operating characteristic (ROC) curves.
Results:
Agreement between the faculties was fair-to-good for all criteria; however, between residents, agreement was poor-to-fair. The area under the ROC curves was 0.72, 0.62, and 0.60 for the faculties, senior residents, and junior residents, respectively. There was a significant difference in performance between the faculties and the residents (p < 0.05). There was a significant increase in the agreement for some criteria in the faculties and the senior residents after the training session, but no significant increase in the junior residents.
Conclusion:
Independent reporting of thyroid US performed by residents is undesirable. A continuous and specialized resident training is essential to enhance the degree of agreement and performance.
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