Using the apriori algorithm to classify the care needs of patients with different types of dementia

Kai Ming Jhang, Ming Che Chang, Tzu Ying Lo, Che Wei Lin, Wen Fu Wang, Hsin Hung Wu

Research output: Contribution to journalArticle

Abstract

Purpose: To elucidate specific combinations of care needs for people living with dementia (PLWD) and their caregivers according to specific subtypes of dementia. Patients and methods: A cross-sectional study at memory clinics in Changhua Christian Hospital, Taiwan, was conducted. Five hundred and eight people living with dementia and their caregivers joined the dementia collaborative care model. The care team established 15 care needs containing most of quality measures for PLWD and their caregivers. Individualized care plans including different combinations of care needs were addressed through face-to-face assessments. Apriori algorithm was used to find specific combinations of care needs for particular groups of PLWD and their caregivers. Results: This study identified the basic care needs of PLWD and caregivers including appropriate scheduling of activities, regular outpatient follow-up treatment, introduction and referral of social resources, referral to family support groups and care skills training, and health education for dementia and behavioral and psychological symptoms of dementia. Patients with Alzheimer’s dementia required more care to prevent traffic accidents and getting lost, while patients with vascular dementia required more care to prevent falls. The older (≥75 years old) PLWD were associated with more needs of fall prevention and care for the mood of the caregiver, especially in the female patients with mild Alzheimer’s dementia (CDR = 1). Conclusion: Bundling the needed care needs might be a more effective means to care for a wide variety of patients with dementia.

Original languageEnglish
Pages (from-to)1899-1912
Number of pages14
JournalPatient Preference and Adherence
Volume13
DOIs
Publication statusPublished - 2019 Jan 1

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dementia
Dementia
Patient Care
Caregivers
caregiver
need for care
Alzheimer Disease
Referral and Consultation
Behavioral Symptoms
Vascular Dementia
Traffic Accidents
Self-Help Groups
Taiwan
Health Education
traffic accident
Outpatients
Cross-Sectional Studies
cross-sectional study
mood
health promotion

All Science Journal Classification (ASJC) codes

  • Medicine (miscellaneous)
  • Social Sciences (miscellaneous)
  • Pharmacology, Toxicology and Pharmaceutics (miscellaneous)
  • Health Policy

Cite this

Jhang, Kai Ming ; Chang, Ming Che ; Lo, Tzu Ying ; Lin, Che Wei ; Wang, Wen Fu ; Wu, Hsin Hung. / Using the apriori algorithm to classify the care needs of patients with different types of dementia. In: Patient Preference and Adherence. 2019 ; Vol. 13. pp. 1899-1912.
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Using the apriori algorithm to classify the care needs of patients with different types of dementia. / Jhang, Kai Ming; Chang, Ming Che; Lo, Tzu Ying; Lin, Che Wei; Wang, Wen Fu; Wu, Hsin Hung.

In: Patient Preference and Adherence, Vol. 13, 01.01.2019, p. 1899-1912.

Research output: Contribution to journalArticle

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