The prediction of asymptomatic carotid atherosclerosis with electronic health records: a comparative study of six machine learning models

被引：0
|
作者：
Jiaxin Fan
Mengying Chen
Jian Luo
Shusen Yang
Jinming Shi
Qingling Yao
Xiaodong Zhang
Shuang Du
Huiyang Qu
Yuxuan Cheng
Shuyin Ma
Meijuan Zhang
Xi Xu
Qian Wang
Shuqin Zhan
机构：
[1] The Second Affiliated Hospital of Xi’an Jiaotong University,Department of Neurology
[2] Xi’an Jiaotong University,Faculty of Electronic and Information Engineering
[3] Xi’an Jiaotong University,School of Mathematics and Statistics
[4] The Second Affiliated Hospital of Xi’an Jiaotong University,Department of Health Management
来源：
BMC Medical Informatics and Decision Making | / 21卷
关键词：
Machine learning; Asymptomatic carotid atherosclerosis; Electronic health records; Prediction;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [1] The prediction of asymptomatic carotid atherosclerosis with electronic health records: a comparative study of six machine learning models
    Fan, Jiaxin
    Chen, Mengying
    Luo, Jian
    Yang, Shusen
    Shi, Jinming
    Yao, Qingling
    Zhang, Xiaodong
    Du, Shuang
    Qu, Huiyang
    Cheng, Yuxuan
    Ma, Shuyin
    Zhang, Meijuan
    Xu, Xi
    Wang, Qian
    Zhan, Shuqin
    BMC MEDICAL INFORMATICS AND DECISION MAKING, 2021, 21 (01)
  • [2] Machine learning models for screening carotid atherosclerosis in asymptomatic adults
    Yu, Jian
    Zhou, Yan
    Yang, Qiong
    Liu, Xiaoling
    Huang, Lili
    Yu, Ping
    Chu, Shuyuan
    SCIENTIFIC REPORTS, 2021, 11 (01)
  • [3] Machine learning models for screening carotid atherosclerosis in asymptomatic adults
    Jian Yu
    Yan Zhou
    Qiong Yang
    Xiaoling Liu
    Lili Huang
    Ping Yu
    Shuyuan Chu
    Scientific Reports, 11
  • [4] Benchmarking emergency department prediction models with machine learning and public electronic health records
    Feng Xie
    Jun Zhou
    Jin Wee Lee
    Mingrui Tan
    Siqi Li
    Logasan S/O Rajnthern
    Marcel Lucas Chee
    Bibhas Chakraborty
    An-Kwok Ian Wong
    Alon Dagan
    Marcus Eng Hock Ong
    Fei Gao
    Nan Liu
    Scientific Data, 9
  • [5] Benchmarking emergency department prediction models with machine learning and public electronic health records
    Xie, Feng
    Zhou, Jun
    Lee, Jin Wee
    Tan, Mingrui
    Li, Siqi
    Rajnthern, Logasan S. O.
    Chee, Marcel Lucas
    Chakraborty, Bibhas
    Wong, An-Kwok Ian
    Dagan, Alon
    Ong, Marcus Eng Hock
    Gao, Fei
    Liu, Nan
    SCIENTIFIC DATA, 2022, 9 (01)
  • [6] Delirium Prediction using Machine Learning Models on Preoperative Electronic Health Records Data
    Davoudi, Anis
    Ebadi, Ashkan
    Rashidi, Parisa
    Ozrazgat-Baslanti, Tazcan
    Bihorac, Azra
    Bursian, Alberto C.
    2017 IEEE 17TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOENGINEERING (BIBE), 2017, : 568 - 573
  • [7] Machine learning for suicide risk prediction in children and adolescents with electronic health records
    Chang Su
    Robert Aseltine
    Riddhi Doshi
    Kun Chen
    Steven C. Rogers
    Fei Wang
    Translational Psychiatry, 10
  • [8] Individualized melanoma risk prediction using machine learning with electronic health records
    Wan, G.
    Nguyen, N.
    Yan, B.
    Khattab, S.
    Estiri, H.
    Semenov, Y.
    JOURNAL OF INVESTIGATIVE DERMATOLOGY, 2024, 144 (08) : S35 - S35
  • [9] Machine learning for suicide risk prediction in children and adolescents with electronic health records
    Su, Chang
    Aseltine, Robert
    Doshi, Riddhi
    Chen, Kun
    Rogers, Steven C.
    Wang, Fei
    TRANSLATIONAL PSYCHIATRY, 2020, 10 (01)
  • [10] Absenteeism Prediction: A Comparative Study Using Machine Learning Models
    Dogruyol, Kagan
    Sekeroglu, Boran
    10TH INTERNATIONAL CONFERENCE ON THEORY AND APPLICATION OF SOFT COMPUTING, COMPUTING WITH WORDS AND PERCEPTIONS - ICSCCW-2019, 2020, 1095 : 728 - 734
12345