Deep-Learning Model for Influenza Prediction From Multisource Heterogeneous Data in a Megacity: Model Development and Evaluation

Liuyang Yang   ^{1, 2 *} , DM ;   Gang Li   ^{3 *} , PhD ;   Jin Yang   ^{2 *} , MPH ;   Ting Zhang   ² , PhD ;   Jing Du   ³ , PhD ;   Tian Liu   ⁴ , MM ;   Xingxing Zhang   ² , MD ;   Xuan Han   ² , BSc ;   Wei Li   ⁵ , PhD ;   Libing Ma   ^{2, 6} , MD ;   Luzhao Feng   ² , MD, PhD ;   Weizhong Yang   ² , MM

¹ Department of Management Science and Information System, Faculty of Management and Economics, Kunming University of Science and Technology, Kunming, China

² School of Population Medicine and Public Health, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China

³ Beijing Centre for Disease Prevention and Control, Beijing, China

⁴ Jingzhou Center for Disease Control and Prevention, Jingzhou, China

⁵ The First People’s Hospital of Yunnan Province, The Affiliated Hospital of Kunming University of Science and Technology, Kunming, China

⁶ Department of Respiratory and Critical Care Medicine, Affiliated Hospital of Guilin Medical University, Guilin, China

*these authors contributed equally