Improved Prediction of Knee Osteoarthritis by the Machine Learning Model XGBoost

被引：0
|
作者：
Kui Su
Xin Yuan
Yukai Huang
Qian Yuan
Minghui Yang
Jianwu Sun
Shuyi Li
Xinyi Long
Lang Liu
Tianwang Li
Zhengqiang Yuan
机构：
[1] Guangdong University of Technology,School of Biomedical and Pharmaceutical Sciences
[2] Guangdong Second Provincial General Hospital,Department of Rheumatology and Immunology
来源：
Indian Journal of Orthopaedics | 2023年 / 57卷
关键词：
KOA prediction; XGBoost; Machine learning; Risk factor; Severity assessment;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
页码：1667 / 1677
页数：10
相关论文
共 50 条
  • [1] Improved Prediction of Knee Osteoarthritis by the Machine Learning Model XGBoost
    Su, Kui
    Yuan, Xin
    Huang, Yukai
    Yuan, Qian
    Yang, Minghui
    Sun, Jianwu
    Li, Shuyi
    Long, Xinyi
    Liu, Lang
    Li, Tianwang
    Yuan, Zhengqiang
    INDIAN JOURNAL OF ORTHOPAEDICS, 2023, 57 (10) : 1667 - 1677
  • [2] Machine Learning Prediction of Turning Precision Using Optimized XGBoost Model
    Wang, Cheng-Chi
    Kuo, Ping-Huan
    Chen, Guan-Ying
    APPLIED SCIENCES-BASEL, 2022, 12 (15):
  • [3] Machine Learning Models for Prediction of Progression of Knee Osteoarthritis: A Comprehensive Analysis
    Miraj, Mohammad
    JOURNAL OF PHARMACY AND BIOALLIED SCIENCES, 2024, 16 : S764 - S767
  • [4] An explainable machine learning-based prediction model for sarcopenia in elderly Chinese people with knee osteoarthritis
    Wang, Ziyan
    Zhou, Yuqin
    Zeng, Xing
    Zhou, Yi
    Yang, Tao
    Hu, Kongfa
    AGING CLINICAL AND EXPERIMENTAL RESEARCH, 2025, 37 (01)
  • [5] Prediction of pain in knee osteoarthritis patients using machine learning: Data from Osteoarthritis Initiative
    Alexos, Antonios
    Kokkotis, Christos
    Moustakidis, Serafeim
    Papageorgiou, Elpiniki
    2020 11TH INTERNATIONAL CONFERENCE ON INFORMATION, INTELLIGENCE, SYSTEMS AND APPLICATIONS (IISA 2020), 2020, : 240 - 246
  • [6] Machine Learning-Based Individualized Survival Prediction Model for Total Knee Replacement in Osteoarthritis: Data From the Osteoarthritis Initiative
    Jamshidi, Afshin
    Pelletier, Jean-Pierre
    Labbe, Aurelie
    Abram, Francois
    Martel-Pelletier, Johanne
    Droit, Arnaud
    ARTHRITIS CARE & RESEARCH, 2021, 73 (10) : 1518 - 1527
  • [7] Prediction of Greenhouse Tomato Crop Evapotranspiration Using XGBoost Machine Learning Model
    Ge, Jiankun
    Zhao, Linfeng
    Yu, Zihui
    Liu, Huanhuan
    Zhang, Lei
    Gong, Xuewen
    Sun, Huaiwei
    PLANTS-BASEL, 2022, 11 (15):
  • [8] INDIVIDUALIZED TREATMENT AND IMPROVED OUTCOME PREDICTION IN PATIENTS WITH OSTEOARTHRITIS THROUGH MACHINE LEARNING
    Nero, H.
    Rehn, E.
    Dahlberg, L. E.
    OSTEOARTHRITIS AND CARTILAGE, 2018, 26 : S327 - S327
  • [9] Harnessing MicroRNA and Machine/Deep Learning for Early Prediction of Knee Osteoarthritis Structural Progression
    Jamshidi, Afshin
    Espin-Garcia, Osvaldo
    Wilson, Thomas G.
    Loveless, Ian
    Pelletier, Jean-Pierre
    Ali, Amanda
    Martel-Pelletier, Johanne
    ARTHRITIS & RHEUMATOLOGY, 2024, 76 : 2448 - 2449
  • [10] Machine-learning-based patient-specific prediction models for knee osteoarthritis
    Jamshidi, Afshin
    Pelletier, Jean-Pierre
    Martel-Pelletier, Johanne
    NATURE REVIEWS RHEUMATOLOGY, 2019, 15 (01) : 49 - 60
12345