Modeling the adoption of medical wearable devices among the senior adults: Using hybrid SEM-neural network approach.

Front Public Health

Global Entrepreneurship Research and Innovation Centre, Universiti Malaysia Kelantan, Kota Bharu, Kelantan, Malaysia.

Published: November 2022

AI Article Synopsis

  • An increasing number of senior adults face health issues, and healthcare innovation, particularly medical wearable devices (MWDs), can help monitor their health and ease the burden on healthcare systems.
  • The study analyzed factors such as health improvement expectancy, perceived vulnerability, and price value on the intention to adopt MWDs among 304 senior adults in China, using both traditional and advanced analytical methods.
  • Findings indicated that certain factors significantly influenced the intention to use MWDs, which in turn positively impacted actual adoption, while moderate effects of income and pre-existing conditions were found but not statistically significant.

Article Abstract

The world is witnessing an increasing number of senior adult residents who experience health issues. Healthcare innovation facilitates monitoring the health conditions of senior adults and reducing the burden on healthcare institutions. The study explored the effect of health improvement expectancy, effort expectancy, price value, perceived vulnerability, health consciousness, and perceived reliability on the intention and adoption of medical wearable devices (MWD) among senior adults in China. Furthermore, a cross-sectional design was adopted, while quantitative data was collected from 304 senior adults through an online survey. A hybrid approach of partial least square structural equational modeling and artificial neural network-based analysis technique was adopted. The findings demonstrated that health improvement expectancy, perceived vulnerability, price value, and perceived reliability significantly affected the intention to adopt MWDs. Moreover, the intention to adopt MWDs significantly positively affected the actual adoption of MWDs among senior adults. Although the moderating effect of the pre-existing conditions and income between the intention to use MWDs and actual adoption of MWDs was positive, it was not statistically significant. The artificial neural network analysis has proven that perceived reliability, price value, and vulnerability are the most critical factors contributing to the intention to use MWDs. The current study offered valuable insights into the factors affecting the intention and adoption of MWDs among senior adults. Following that, theoretical and practical contributions were documented to improve the ease of use and price value for the prospective users of MWDs. The correct healthcare policies could curtail the influx of senior adults into the hospital and empower these adults to track and manage their health issues at home.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9650156PMC
http://dx.doi.org/10.3389/fpubh.2022.1016065DOI Listing

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