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Updated: Sep 16, 2025

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
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.
Objective:
The increasing incidence of thyroid nodules (TNs) raises concerns about overdiagnosis and overtreatment. This study evaluates the clinical and economic impact of KOIOS, a Food and Drug Administration-approved artificial intelligence (AI) tool for the management of TN.
Methods:
A retrospective analysis was conducted on 176 patients who underwent thyroid surgery between May 2022 and November 2024. Ultrasound images were evaluated independently by an expert and novice operators using the American College of Radiology Thyroid Imaging Reporting and Data System, while KOIOS provided AI-adapted risk stratification. Sensitivity, specificity, and receiver operating (ROC) curve analysis were performed. The incremental cost-effectiveness ratio (ICER) was defined based on the number of optimal care interventions (fine-needle aspiration biopsies and thyroid surgeries). Both deterministic and probabilistic sensitivity analyses were conducted to evaluate model robustness.
Results:
KOIOS AI demonstrated similar diagnostic performance to the expert operator [area under the curve (AUC): 0.794, 95% confidence interval (CI): 0.718-0.871 vs 0.784, 95% CI: 0.706-0.861; P = .754] and significantly outperformed the novice operator (AUC: 0.619, 95% CI: 0.526-0.711; P < .001). ICER analysis estimated the cost per additional optimal care decision at -€8085.56, indicating KOIOS as a dominant and cost-saving strategy when considering a third-party payer perspective over a 1-year horizon. Deterministic sensitivity analysis identified surgical costs as the main drivers of variability, while probabilistic analysis consistently favored KOIOS as the optimal strategy.
Conclusion:
KOIOS AI is a cost-effective alternative, particularly in reducing overdiagnosis and overtreatment for benign TNs. Prospective, real-life studies are needed to validate these findings and explore long-term implications.
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