openalexFrontiers in Oncology2026-07-24
Comparative diagnostic accuracy of radiomics, deep learning, and hybrid AI for invasiveness stratification of pulmonary ground-glass nodules: a systematic review and meta-analysis
Ning Dong, Zhongwei Li, Zhenjie Cong, Xinru Ba, Jing Qin, Zhuxiao Lin, et al.
Background Accurate preoperative stratification of ground-glass nodules (GGNs) into invasive versus non-invasive adenocarcinomas is essential for optimizing surgical management and preventing overtreatment. Radiomics, deep learning, and hybrid models have shown potential for noni…