An adaptive clinical decision support system for serving the elderly with chronic diseases in healthcare industry

Valerie Tang, Paul Kai Yuet Siu, King Lun Choy, Hoi Yan Lam, George To Sum Ho, Carman Ka Man Lee, Yung Po Tsang

Research output: Journal article publicationJournal articleAcademic researchpeer-review

11 Citations (Scopus)

Abstract

With the increasing ageing population worldwide, providing effective nursing care planning in nursing homes is important in meeting the expectations of elderly patients and in streamlining the healthcare information process, hence maintaining high-quality services. Instead of the traditional manual nursing care planning formulation based on expert experience and subjective judgement, this paper describes an adaptive decision support system, namely, the cloud-based nursing care planning system, to enable decision making in formulating nursing care strategies. By integrating cloud computing technology and the case-based reasoning (CBR) technique, medical records and documents pertaining to the elderly can be captured in real time, whereas appropriate treatment plans based on past similar treatment records can be formulated. However, the current case adaptation processes in CBR rely on domain experts to modify retrieved cases, which may not satisfy the needs of the elderly. Therefore, text mining is integrated in the case adaptation process of CBR for extracting up-to-date medical information from the Internet so that its efficiency can be improved. By conducting a pilot study in a nursing home, it was shown that the time for formulating applicable treatment plans for elderly patients can be reduced, and the service satisfaction level can be enhanced.

Original languageEnglish
Article numbere12369
JournalExpert Systems
Volume36
Issue number2
DOIs
Publication statusPublished - Apr 2019

Keywords

  • case-based reasoning technique
  • cloud computing technology
  • nursing care plan formulation
  • text mining

ASJC Scopus subject areas

  • Control and Systems Engineering
  • Theoretical Computer Science
  • Computational Theory and Mathematics
  • Artificial Intelligence

Cite this