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Updated: Aug 11, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
[Ultrasonographic screening for thyroid cancer in the screening]
H Yamada1, A Katoh, H Ishinaga
1Department of Otorhinolaryngology, Yamada Red Cross Hospital, Mie.
Thyroid cancer screening via ultrasonography identifies cancers earlier, leading to younger patient ages and smaller tumors. This method also significantly reduces the invasion of surrounding organs in thyroid cancer patients.
Area of Science:
- Oncology
- Radiology
- Surgical Pathology
Background:
- Ultrasonography is a key tool for thyroid cancer screening in clinical settings.
- Early detection of thyroid cancer impacts patient demographics and disease characteristics.
Purpose of the Study:
- To evaluate the clinical outcomes of thyroid cancer detected through screening versus other diagnostic methods.
- To assess the characteristics of thyroid cancers identified by ultrasonography screening.
Main Methods:
- Retrospective analysis of 78 thyroid cancer patients identified via screening and 287 via other methods (1989-1998).
- Comparison of patient age, tumor size, and rates of invasion between screening and contrast groups.
- Analysis of benign thyroid disease cases detected during screening.
Main Results:
- Patients in the screening group were younger at surgery.
- A higher proportion of small thyroid cancers (52.6%) were found in the screening group.
- Statistically lower rates of invasion into surrounding organs (1.3%) were observed in the screening group.
- 26 patients with benign thyroid disease were operated on after screening.
Conclusions:
- Ultrasonography-based thyroid cancer screening detects smaller tumors in younger patients.
- Screening is associated with reduced invasion of surrounding organs.
- Careful patient selection for fine-needle aspiration cytology and indicator evaluation are crucial to minimize unnecessary surgeries for benign thyroid disease.
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