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Updated: Mar 22, 2026

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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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Building a Quality Management System for a Thyroid Nodule Clinic.
Alexandra L Migdal1, Scot B Sternberg2, Adebayo Oshin2
11 Department of Endocrinology, Beth Israel Deaconess Medical Center , Boston, Massachusetts.
Summary
A quality monitoring system for thyroid fine-needle aspirations (FNA) ensured 99% of patients received documented follow-up. This system enhances patient safety and provides a model for endocrine practices managing thyroid nodule biopsies.
Area of Science:
- Endocrinology
- Quality Improvement
- Cytopathology
Background:
- Limited quality metrics exist for thyroid fine-needle aspirations (FNA).
- A Thyroid Nodule Clinic developed a system to monitor FNA results and follow-up.
- The goal was to ensure patient safety and prevent adverse outcomes from delayed follow-up.
Purpose of the Study:
- To establish and evaluate a quality monitoring system for thyroid fine-needle aspiration (FNA) follow-up.
- To ensure timely and complete patient follow-up after thyroid biopsies.
- To provide a model for endocrine practices.
Main Methods:
- Utilized billing data for FNA identification and electronic medical records for result tracking.
- Implemented a system to monitor documented follow-up plans and actions, flagging missing data.
- Adapted the monitoring process to incorporate Bethesda reporting criteria and gene expression classifier testing.
Main Results:
- Between July 2007 and June 2014, 3895 FNAs were performed.
- The quality tracking process achieved 99% (3856/3895) documented follow-up for biopsy cases.
- Workflow plans were developed for each cytopathologic classification.
Conclusions:
- The monitoring system successfully ensured quality patient care and necessary follow-up for thyroid nodule biopsies.
- This process provides confidence in patient management for nodular thyroid conditions.
- The system can serve as a model for other endocrine practices managing thyroid nodule biopsy results.
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