A narrative review of the application of machine learning in venous thromboembolism

Author:

Zou Shirong1,Wu Zhoupeng2ORCID

Affiliation:

1. West China Hospital of Medicine, West China Hospital Operation Room /West China School of Nursing, Sichuan University, Chengdu, China

2. Department of vascular surgery, West China Hospital, Sichuan University, Chengdu, China

Abstract

ObjectiveTo summarize the current research progress of machine learning and venous thromboembolism.MethodsThe literature on risk factors, diagnosis, prevention and prognosis of machine learning and venous thromboembolism in recent years was reviewed.ResultsMachine learning is the future of biomedical research, personalized medicine, and computer-aided diagnosis, and will significantly promote the development of biomedical research and healthcare. However, many medical professionals are not familiar with it. In this review, we will introduce several commonly used machine learning algorithms in medicine, discuss the application of machine learning in venous thromboembolism, and reveal the challenges and opportunities of machine learning in medicine.ConclusionThe incidence of venous thromboembolism is high, the diagnostic measures are diverse, and it is necessary to classify and treat machine learning, and machine learning as a research tool, it is more necessary to strengthen the special research of venous thromboembolism and machine learning.

Publisher

SAGE Publications

Subject

Cardiology and Cardiovascular Medicine,Radiology, Nuclear Medicine and imaging,General Medicine,Surgery

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