Results from this systematic review indicate that AI-aided sonography exhibits high levels of diagnostic efficacy and quantifiable clinical advantages, especially when combined with the American College of Radiology Thyroid Imaging and Reporting Data System and externally validated.
The AI-UADS demonstrates good diagnostic performance in differentiating BTNs and MTNs, and can serve as an effective auxiliary tool for ultrasonographers, showing particular advantages in diagnosing nodules with a maximum diameter, located in the left lobe, far from the capsule, and in patients without HT.
This review summarizes AI applications in thyroid ultrasound, including image preprocessing, nodule segmentation, quantitative feature analysis, benign-malignant differentiation, TIRADS optimization and automated reporting, and highlights AI’s potential in enhancing diagnostic consistency and accuracy.
Ye Guo, Tong Zhao, Li-Li Zhang et al.· Frontiers in Endocrinology· 1 citation
Molecular biomarker testing and AI-assisted ultrasound each show promise for enhancing diagnostic accuracy in indeterminate thyroid nodules, and early evidence suggests that integrating these modalities could further refine malignancy-risk assessment.
S. Cortés, Cameron Hrabak, Arman Danesh et al.· Frontiers in Endocrinology· 0 citations
AI demonstrates high diagnostic accuracy in pulmonary nodule detection, outperforming CAD and matching radiologists, with the greatest potential as a second reader in lung cancer screening.
Aamir Shah, Saiyak Habib, M. H. Bhat et al.· South Asian Journal of Cance...· 0 citations
The integration of TI-RADS and elastography contributes significantly to improved diagnostic accuracy with a reduction in false-positive outcomes, thereby supporting a selective and evidence-based biopsy strategy.
Noraiz Ali, Mahrukh Latif, Muhammad Zubair et al.· Journal of Diagnostic Medica...· 0 citations
OBJECTIVES
Pancreatic ductal adenocarcinoma (PDAC) is a fast-evolving malignancy, with resection being the only chance of cure. We aim to determine which imaging technique provides the best diagnostic performance in detecting and assessing the spread of PDAC.
MATERIALS AND METHODS
Our study was registered on PROSPERO...
I.-I. Rezus, A. Rancz, J. vanNieuwkerk et al.· European Radiology· 0 citations
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