Identifying Key Factors Associated with Assistive Technology Availability for Dementia Care Using Machine Learning.

Journal: Studies in health technology and informatics
Published Date:

Abstract

This study explores the factors influencing the availability of assistive technology for people with dementia through the application of machine learning. The analysis identified key factors, including carer support, protective legislation, and access to reimbursable products from the WHO Global Health Observatory. A random forest model with high accuracy emphasises the importance of targeted resources and policies in improving dementia care infrastructure.

Authors

  • Wai Hang Kwok
    School of Nursing and Midwifery, Edith Cowan University, WA, Australia.
  • Syed Afaq Ali Shah
    Edith Cowan University, Western Australia.
  • Guanjin Wang
    School of Nursing, Hong Kong Polytechnic University, Hong Kong, China; Centre for Smart Health, School of Nursing, Hong Kong Polytechnic University, Hong Kong, China. Electronic address: guanjin.br.wang@connect.polyu.hk.