The impact of the novel CovBat harmonization method on enhancing radiomics feature stability and machine learning model performance: A multi-center, multi-device study.

Abstract

Authors

• Chuanghui Zhou
  Department of Imaging Diagnosis, Nanfang Hospital, Southern Medical University, Guangzhou 510000, Guangdong, China; School of Medical and Information Engineering, Gannan Medical University, Ganzhou 341000, Jiangxi, China.
• Jianwei Zhou
  Institute of Physical Education, Xuchang University, Xuchang, Henan 461000, China.
• Yijun Lv
  School of Medical and Information Engineering, Gannan Medical University, Ganzhou 341000, Jiangxi, China.
• Maidina Batuer
  School of Biomedical Engineering, Southern Medical University, Guangzhou 510000, Guangdong, China.
• Jinghan Huang
  College of Economics and Management, Shanghai Ocean University, Shanghai 201306, China.
• Junyuan Zhong
  Medical Imaging Department of Ganzhou People's Hospital, Ganzhou 341000, Jiangxi, China.
• Haijian Zhong
  School of Medical and Information Engineering, Gannan Medical University, Ganzhou 341000, Jiangxi, China. Electronic address: hjzhong2007@gmu.edu.cn.
• Genggeng Qin
  Department of Radiology, Nanfang Hospital, Southern Medical University, Guangzhou, China.

Keywords

External Resources