Augmenting K-Means Clustering With Qualitative Data to Discover the Engagement Patterns of Older Adults With Multimorbidity When Using Digital Health Technologies: Proof-of-Concept Trial.
Yiyang ShengRaymond R BondRajesh JaiswalJohn DinsmoreJulie DoylePublished in: Journal of medical Internet research (2024)
The findings indicate potential factors that influence older adult engagement with digital health technologies for home-based multimorbidity self-management. The least engaged user groups showed decreased health and well-being outcomes related to multimorbidity self-management. Addressing the factors highlighted in this study in the design and implementation of home-based digital health technologies may improve symptom management and physical activity outcomes for older adults self-managing multimorbidity.
Keyphrases
- physical activity
- healthcare
- public health
- mental health
- health information
- clinical trial
- social media
- human health
- systematic review
- metabolic syndrome
- body mass index
- middle aged
- study protocol
- randomized controlled trial
- electronic health record
- skeletal muscle
- community dwelling
- big data
- single cell
- open label
- phase iii
- artificial intelligence