Time-to-event prediction analysis of patients with chronic heart failure comorbid with atrial fibrillation: a LightGBM model

Time-to-event prediction analysis of patients with chronic heart failure comorbid with atrial fibrillation: a LightGBM model

Abstract Background Chronic heart failure (CHF) comorbid with atrial fibrillation (AF) is a serious threat to human health and has become a major clinical burden. This prospective cohort study was performed to design a risk stratification system based on the light gradient boosting machine (LightGBM...

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Bibliographic Details
Main Authors: Chu Zheng, Jing Tian, Ke Wang, Linai Han, Hong Yang, Jia Ren, Chenhao Li, Qing Zhang, Qinghua Han, Yanbo Zhang
Format: Article
Language:English
Published: BMC 2021-08-01
Series:BMC Cardiovascular Disorders
Subjects:
Chronic heart failure
Atrial fibrillation
Mortality prediction
Risk stratification
LightGBM
Online Access:https://doi.org/10.1186/s12872-021-02188-y

Internet

https://doi.org/10.1186/s12872-021-02188-y

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