Risk Prediction and Machine Learning A Case-Based Overview

被引:4
作者
Balczewski, Emily A. A. [1 ,2 ]
Cao, Jie [2 ]
Singh, Karandeep [3 ,4 ,5 ,6 ]
机构
[1] Univ Michigan, Med Sch, Med Scientist Training Program, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Med Sch, Dept Computat Med & Bioinformat, Ann Arbor, MI 48109 USA
[3] Univ Michigan, Med Sch, Dept Learning Hlth Sci, Ann Arbor, MI 48109 USA
[4] Univ Michigan, Med Sch, Dept Internal Med, Ann Arbor, MI 48109 USA
[5] Univ Michigan, Sch Informat, Ann Arbor, MI 48109 USA
[6] Univ Michigan, Dept Learning Hlth Sci, 1161H NIB,300 N Ingalls St, Ann Arbor, MI 48109 USA
来源
CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY | 2023年 / 18卷 / 04期
关键词
artificial intelligence and machine learning in nephrology series; risk prediction; machine learning;
D O I
10.2215/CJN.0000000000000083
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
1002 ; 100201 ;
摘要
引用
收藏
页码:524 / 526
页数:3
相关论文
共 50 条
  • [21] Machine learning derived risk prediction of anorexia nervosa
    Guo, Yiran
    Wei, Zhi
    Keating, Brendan J.
    Hakonarson, Hakon
    BMC MEDICAL GENOMICS, 2016, 9
  • [22] MACHINE LEARNING-BASED RISK PREDICTION AND SAFETY MANAGEMENT FOR OUTDOOR SPORTS ACTIVITIES
    Lu, Yan
    SCALABLE COMPUTING-PRACTICE AND EXPERIENCE, 2024, 25 (05): : 3934 - 3941
  • [23] Machine Learning in the detection and prediction of livestock diseases: an overview
    Vieto-Vega, Marco
    Moreno-Gonzalez, Yaliska
    MEMORIA INVESTIGACIONES EN INGENIERIA, 2024, (27): : 46 - 59
  • [24] Machine learning-based prediction of diabetes risk by combining exposome and electrocardiographic predictors
    Shahbazi, Zeinab
    Camacho, Marina
    Ruiz, Esmeralda
    Atehortua, Angelica
    Lekadir, Karim
    18TH INTERNATIONAL SYMPOSIUM ON MEDICAL INFORMATION PROCESSING AND ANALYSIS, 2023, 12567
  • [25] Causative factors and risk prediction model of hydrogen leakage accidents: Machine learning based on case evidence
    Lu, Ying
    Zhang, Xibei
    Wang, Jingwen
    Zhang, Xiankai
    INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2024, 63 : 294 - 307
  • [26] Comparative Analysis of Machine Learning Algorithms for CKD Risk Prediction
    Yang, Weilin
    Ahmed, Nasim
    Barczak, Andre L. C.
    IEEE ACCESS, 2024, 12 : 171205 - 171220
  • [27] Early Stage Diabetes Risk Prediction via Machine Learning
    Abu Al-Haija, Qasem
    Smadi, Mahmoud
    Al-Bataineh, Osama M.
    PROCEEDINGS OF THE 13TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND PATTERN RECOGNITION (SOCPAR 2021), 2022, 417 : 451 - 461
  • [28] Machine learning for mortality risk prediction with changing patient demographics
    Wainwright, Richard
    Shenfield, Alex
    2023 IEEE CONFERENCE ON COMPUTATIONAL INTELLIGENCE IN BIOINFORMATICS AND COMPUTATIONAL BIOLOGY, CIBCB, 2023, : 116 - 122
  • [29] Cardiovascular Disease Risk Prediction with Supervised Machine Learning Techniques
    Dritsas, Elias
    Alexiou, Sotiris
    Moustakas, Konstantinos
    ICT4AWE: PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGIES FOR AGEING WELL AND E-HEALTH, 2022, : 315 - 321
  • [30] A machine learning-based diabetes risk prediction modeling study
    Ming, Jiexiu
    Xu, Junyi
    Zhang, Miaomiao
    Li, Ningyu
    Yan, Xu
    PROCEEDINGS OF 2024 INTERNATIONAL CONFERENCE ON COMPUTER AND MULTIMEDIA TECHNOLOGY, ICCMT 2024, 2024, : 363 - 369