Review
Open access
Performance of Machine Learning Models Based on Medical Imaging in Predicting Pathological Grade of Clear Cell Renal Cell Carcinoma
Yu-Chao Wang
Zhu-Wei Song
Zhaonan Hou
Yi-Hao Chen
Shou-Yuan Liu
Chun-Yu Chen
Hao-Yun Guan
Zheng-Yang Pang
Song-Chen Yan
Zhi-Yu Zhang
Rui-Jia Tu
Gang Zhu
Xian-Tao Zeng
Bo Fan
Medicine
Abstract
Predicting clear cell renal cell carcinoma (ccRCC) pathological grade preoperatively is critical for clinical management. This study aims to evaluate the diagnostic accuracy and clinical utility of machine learning (ML)‐based imaging models.