Clinical decision support system based on explainable artificial intelligence?brain of Mengchao liver disease
10.3760/cma.j.cn115610-20221102-00679
- VernacularTitle:基于可解释人工智能的临床决策支持系统：孟超肝病外脑
- Author:
Guoxu FANG
1
;
Pengfei GUO
;
Jianhui FAN
;
Zongren DING
;
Qinghua ZHANG
;
Guangya WEI
;
Haitao LI
;
Jingfeng LIU
Author Information
1. 福建医科大学孟超肝胆医院肝胆胰外科，福州 350025
- Keywords:
Liver disease;
Artificial intelligence;
Clinical decision support system;
Data governance;
Interpretability
- From:
Chinese Journal of Digestive Surgery
2023;22(1):70-80
- CountryChina
- Language:Chinese
-
Abstract:
In recent years, the artificial intelligence machine learning and deep learning technology have made leap progress. Using clinical decision support system for auxiliary diagnosis and treatment is the inevitable developing trend of wisdom medical. Clinicians tend to ignore the interpretability of models while pursuing its high accuracy, which leads to the lack of trust of users and hamper the application of clinical decision support system. From the perspective of explainable artificial intelligence, the authors make some preliminary exploration on the construction of clinical decision support system in the field of liver disease. While pursuing high accuracy of the model, the data governance techniques, intrinsic interpretability models, post-hoc visualization of complex models, design of human-computer interactions, providing knowledge map based on clinical guidelines and data sources are used to endow the system with interpretability.
