A non-linear ensemble model-based surgical risk calculator for mixed data from multiple surgical fields

BMC Medical Informatics and Decision Making

Paul B. S. Lai¹  Ci-ren Guo²  Ruoyu Liu³  Xuanping Zhang³  Xiaoyan Zhu³  Jiayin Wang³  Xin Lai⁴ 

[1]Department of Surgery, The Chinese University of Hong Kong, Hong Kong, China

[2]Department of Tumor Gynecology, Fujian Medical University Cancer Hospital and Fujian Cancer Hospital, 350014, Fuzhou, China

[3]School of Computer Science and Technology, Xi’an Jiaotong University, 710049, Xi’an, China

[4]School of Computer Science and Technology, Xi’an Jiaotong University, 710049, Xi’an, China

[5]Department of Tumor Gynecology, Fujian Medical University Cancer Hospital and Fujian Cancer Hospital, 350014, Fuzhou, China

关键词: Surgical risk calculator;    Gradient boosting decision tree;    Machine learning;    Clinical decision support system;   

DOI  :  10.1186/s12911-021-01450-9

来源: Springer

【 授权许可】

CC BY