Improving an Electronic Health Record–Based Clinical Prediction Model Under Label Deficiency: Network-Based Generative Adversarial Semisupervised Approach

Runze Li   ^{1 *} , BE ;   Yu Tian   ^{1 *} , PhD ;   Zhuyi Shen   ¹ , BE ;   Jin Li   ² , PhD ;   Jun Li   ³ , MD ;   Kefeng Ding   ³ , MD ;   Jingsong Li   ¹ , PhD

¹ College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, China

² Institute for Artificial Intelligence in Medicine, School of Artificial Intelligence, Nanjing University of Information Science and Technology, Nanjing, China

³ Department of Surgical Oncology, Zhejiang University School of Medicine Second Affiliated Hospital, Hangzhou, China

*these authors contributed equally