From Radiomics to TI-RADS: A Stability-Aware Clinically-Interpretable Dictionary for Explainable Thyroid Nodule Classification on Ultrasound
AI–based radiomics models for thyroid ultrasound often lack interpretability, limiting clinical trust. This study aims to develop and validate a fully interpretable radiomics framework for thyroid nodule classification by linking quantitative ultrasound featu...
Somayeh Sadat Mehrnia, PhD
Diagnostic and Interventional Radiology Physics
From Voxels to Mutations: Stability-Aware Multi-Target CT Imaging Prediction of EGFR and KRAS Mutations
To address the limited robustness of existing CT-based radiogenomic models, this study develops a multicenter framework for non-invasive dual prediction of EGFR and KRAS gene mutations in personalized management of non-small cell lung cancer (NSCLC), comparin...
Somayeh Sadat Mehrnia, PhD
Diagnostic and Interventional Radiology Physics