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Transformer-based models for predicting cardiovascular risk in Chinese adults: development and validation

delete2026-07-09
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PRE
AI
Q
Qiuyu Cao
X
Xingkun Xu
H
Hong Lin
Y
Yue Yin
S
Shengli Wu
M
Mian Li
Y
Yu Xu
S
Shaoxin Li
Y
Yuchen Xu
H
Huapeng Wei
R
Ruizhi Zheng
Y
Yujing Zhu
M
Min Xu
T
Tiange Wang
Z
Zhiyun Zhao
Y
Yiming Mu
L
Lulu Chen
T
Tianshu Zeng
L
Lixin Shi
Q
Qing Su
L
Li Yan
G
Guijun Qin
Q
Qin Wan
G
Gang Chen
X
Xulei Tang
Z
Zhengnan Gao
R
Ruying Hu
Z
Zuojie Luo
Y
Yingfen Qin
X
Xinguo Hou
Y
Yanan Huo
Y
Yinfei Zhang
C
Chao Liu
X
Xuejiang Gu
T
Tao Yang
Y
Yifang Zhang
J
Jiajun Zhao
G
Guang Ning
F
Feiyue Huang
W
Weiqing Wang
Y
Yufang Bi
J
Jieli Lu
DOI:10.1093/eurheartj/ehag517delete
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Abstract

Abstract

En 中文
Traditional Cox proportional hazards models show suboptimal performance for cardiovascular disease (CVD) risk prediction in Chinese populations. Transformer-based deep learning models have demonstrated promise in clinical risk prediction. In this study, sex-specific transformer-based models (China-AIHeart) for 10-year CVD risk prediction among Chinese adults were developed and validated.

Journal

European Heart Journal cover
European Heart Journal
IF:
35.6
Papers:
3.0W
Citations:
9.1W

Organization

T
the first hospital of lanzhou university
Scholars:
20
Papers: 12
Citations: 0
Q
Qilu Hospital of Shandong University
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1.5K
Papers: 400
Citations: 1
N
nanchang university
Scholars:
7.2K
Papers: 2.0K
Citations: 0
S
shanghai jiao tong university
Scholars:
15.1W
Papers: 11.5W
Citations: 159
S
Sun Yat-Sen University
Scholars:
7.8K
Papers: 2.1K
Citations: 0
C
Central Hospital of Shanghai Jiading District
Scholars:
4
Papers: 4
Citations: 0
F
fujian medical university
Scholars:
2.7W
Papers: 1.3W
Citations: 13
T
the first affiliated hospital of zhengzhou university
Scholars:
2.2K
Papers: 665
Citations: 2
A
affiliated hospital of guiyang medical college
Scholars:
2
Papers: 1
Citations: 0
C
chinese people's liberation army general hospital
Scholars:
1.8W
Papers: 1.1W
Citations: 12
T
S
shandong university
Scholars:
9.1W
Papers: 6.3W
Citations: 94
K
Karamay Municipal People's Hospital
Scholars:
10
Papers: 10
Citations: 0
C
Central Hospital of Dalian University of Technology
Scholars:
145
Papers: 57
Citations: 0
T
The First Hospital of Jilin University
Scholars:
1.2K
Papers: 398
Citations: 0
S
shanghai jiao tong university school of medicine
Scholars:
1.1K
Papers: 278
Citations: 0
H
huazhong university of science and technology
Scholars:
2.3W
Papers: 7.2K
Citations: 5
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