Evaluating resampling methods and structured features to improve fall incident report identification by the severity level.

Journal: Journal of the American Medical Informatics Association : JAMIA
Published Date:

Abstract

OBJECTIVE: This study aims to improve the classification of the fall incident severity level by considering data imbalance issues and structured features through machine learning.

Authors

  • Jiaxing Liu
    School of Statistics and Mathematics, Zhongnan University of Economics and Law, Wuhan, China.
  • Zoie S Y Wong
    Graduate School of Public Health, St. Luke's International University, Tokyo, 104-0045, Japan. Electronic address: zoiesywong@gmail.com.
  • H Y So
  • Kwok Leung Tsui
    School of Data Science, City University of Hong Kong, Tat Chee Avenue, Kowloon, Hong Kong SAR, China.