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Updated: Sep 16, 2025

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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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Integrating Artificial Intelligence in Thyroid Nodule Management: Clinical Outcomes and Cost-effectiveness Analysis
Javier Bodoque-Cubas1,2, José Fernández-Sáez3,4, Sergio Martínez-Hervás5,6,7
1Rovira i Virgili University, Faculty of Medicine, PhD School of Biomedical Sciences, Tarragona, Catalonia 43002, Spain.
The Journal of Clinical Endocrinology and Metabolism
|July 12, 2025
Summary
KOIOS AI, an artificial intelligence tool, matches expert performance in managing thyroid nodules (TN) and is cost-effective. This AI can help reduce overdiagnosis and overtreatment of benign TNs.
Area of Science:
- Medical Imaging
- Artificial Intelligence in Medicine
- Endocrinology
Background:
- Increasing incidence of thyroid nodules (TN) leads to concerns about overdiagnosis and overtreatment.
- Accurate risk stratification of TNs is crucial for appropriate management.
- Artificial intelligence (AI) tools are emerging to aid in medical decision-making.
Purpose of the Study:
- To evaluate the clinical and economic impact of KOIOS, an FDA-approved AI tool, for the management of thyroid nodules.
- To compare the diagnostic performance of KOIOS AI with expert and novice operators using ACR-TIRADS.
- To assess the cost-effectiveness of KOIOS AI in managing TNs.
Main Methods:
- Retrospective analysis of 176 patients undergoing thyroid surgery.
- Independent evaluation of ultrasound images by expert and novice operators using ACR-TIRADS.
- KOIOS AI provided AI-adapted risk stratification for TNs.
- Diagnostic performance assessed using sensitivity, specificity, and ROC analysis.
- Cost-effectiveness evaluated using Incremental Cost-Effectiveness Ratio (ICER) and sensitivity analyses.
Main Results:
- KOIOS AI demonstrated diagnostic performance comparable to expert operators (AUC: 0.794 vs. 0.784) and significantly outperformed novice operators (AUC: 0.619).
- ICER analysis indicated KOIOS AI as a dominant and cost-saving strategy (-€8,085.56 per additional optimal care decision).
- Sensitivity analyses confirmed KOIOS AI as the optimal strategy, with surgical costs being a key driver of variability.
Conclusions:
- KOIOS AI presents a cost-effective solution for thyroid nodule management.
- The AI tool shows potential in reducing overdiagnosis and overtreatment of benign thyroid nodules.
- Further prospective studies are recommended to validate findings and assess long-term implications.
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