Inside the “black box”: Embedding clinical knowledge in data-driven machine learning for heart disease diagnosis

Inside the “black box”: Embedding clinical knowledge in data-driven machine learning for heart disease diagnosis

Background: Ischemic heart disease (IHD) caused by the narrowing of coronary arteries is a major cause of morbidity and mortality worldwide. Clinical diagnosis involves complex, costly, and potentially invasive procedures. Objective: To address this problem, we introduce a novel clinical knowledge-e...

Full description

Bibliographic Details
Main Authors: James Meng, MA, MB, BChir, Ruiming Xing, MSc
Format: Article
Language:English
Published: Elsevier 2022-12-01
Series:Cardiovascular Digital Health Journal
Subjects:
Heart disease diagnosis
Clinical knowledge–enhanced machine learning
AI interpretability and trustworthiness
Data-driven predictive model
Online Access:http://www.sciencedirect.com/science/article/pii/S2666693622001700

Internet

http://www.sciencedirect.com/science/article/pii/S2666693622001700

Similar Items