Prediction of COVID-19 Severity Using Chest Computed Tomography and Laboratory Measurements: Evaluation Using a Machine Learning Approach

Daowei Li   ^{1 *} , MD ;   Qiang Zhang   ^{2 *} , MD ;   Yue Tan   ³ , MD ;   Xinghuo Feng   ⁴ , MD ;   Yuanyi Yue   ³ , MD ;   Yuhan Bai   ⁵ , MD ;   Jimeng Li   ⁶ , MD ;   Jiahang Li   ⁶ , MD ;   Youjun Xu   ⁷ , MD ;   Shiyu Chen   ⁸ , MD ;   Si-Yu Xiao   ⁹ , PhD ;   Muyan Sun   ⁹ , PhD ;   Xiaona Li   ¹⁰ , MD ;   Fang Zhu   ¹¹ , MD

¹ Department of Radiology, The People's Hospital of China Medical University & The People's Hospital of Liaoning Province, Shenyang, China

² Department of Pulmonary and Critical Care Medicine, Shengjing Hospital of China Medical University, Shenyang, China

³ Department of Gastroenterology, Shengjing Hospital of China Medical University, Shenyang, China

⁴ Department of Intensive Care Unit, The People's Hospital of Yicheng City, Yicheng, China

⁵ The First Clinical Department, China Medical University, Shenyang, China

⁶ The Second Clinical Department, China Medical University, Shenyang, China

⁷ Department of Radiology, The People's Hospital of Yicheng City, Yicheng, China

⁸ Department of Laboratory Medicine, The People's Hospital of Yicheng City, Yicheng, China

⁹ Intanx Life (Shanghai) Co, Ltd, Shanghai, China

¹⁰ School of Fundamental Sciences, China Medical University, Shenyang, China

¹¹ Department of Cardiovascular Ultrasound, The People's Hospital of China Medical University & The People's Hospital of Liaoning Province, Shenyang, China

*these authors contributed equally