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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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Systematic differences between ultrasound and pathological evaluation of thyroid nodules: a method comparison study.
Carolyn R Chew1, Tracey Lam1, Steven T F Chan2
1Endocrine Surgery Unit, Department of Surgery, Western Hospital, Melbourne, Victoria, Australia.
ANZ Journal of Surgery
|June 14, 2017
Summary
Ultrasound size (USS) and pathological size (PS) measurements of thyroid nodules are interchangeable overall. However, USS may misclassify smaller nodules, potentially leading to unnecessary treatment.
Area of Science:
- Endocrinology
- Radiology
- Pathology
Background:
- Thyroid nodule size is crucial for clinical decisions.
- Discrepancies between ultrasound size (USS) and pathological size (PS) are common but not systematically analyzed.
- This study aimed to quantify bias between USS and PS measurements.
Purpose of the Study:
- To uncover and analyze systematic differences (bias) between ultrasound size (USS) and pathological size (PS) measurements of thyroid nodules.
- To determine if USS and PS measurements are interchangeable in clinical practice.
- To investigate potential discrepancies in size classification for smaller nodules.
Main Methods:
- Retrospective analysis of 121 patients undergoing thyroidectomy for solitary nodules.
- Ordinary least product regression to assess constant and proportional bias in unidimensional USS and PS.
- Comparison of 3D volume measurements in a subgroup of 31 patients.
- Defined acceptable interchangeability limits as a 20% difference.
Main Results:
- No significant constant or proportional bias was found between USS and PS (regression: USS = 0.863 + 1.040 × PS).
- Discrepancies were noted for nodules <10 mm (P=0.004).
- Overtreatment due to USS >10 mm but PS <10 mm occurred in 4.1% of patients.
- Subgroup analysis of 3D volume measurements showed no bias.
Conclusions:
- USS and PS measurements are generally interchangeable, with no significant systematic bias.
- USS may misclassify smaller thyroid nodules, potentially leading to unnecessary workup and overtreatment.
- Clinical decisions, especially for smaller nodules, should consider potential discrepancies between USS and PS measurements.

