ArticleBMC geriatrics2023
The role of trust and habit in the adoption of mHealth by older adults in Hong Kong: a healthcare technology service acceptance (HTSA) model.
Article in BMC geriatrics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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Who cites it
22 citing papers in PubMed, 56 citations in OpenAlex.
- Trust Barriers and Vulnerabilities in Older Adults' Telemedicine Adoption: Scoping Review.Interactive journal of medical research · 2026Review
- Acceptable accuracy for medical AI: a survey of physicians and the general population in Sweden.BMJ health & care informatics · 2026Article
- Research on the implementation path of digital-intelligent healthcare based on the TAM model from the perspective of high-quality development.BMC health services research · 2026Article
- Designing an mHealth App to Encourage Uptake of Muscle-Strengthening Exercise in Older Adults: Co-Design Focus Group Study.JMIR aging · 2026Article
- Understanding smart health and elderly care implementation in China: a qualitative TOE-C framework analysis of 24 cases.BMC geriatrics · 2026Article
- Article
- What predicts university students' behavioral intention to use education influencers in higher education? A study through the lens of the UTAUT model and self-determination theory.Frontiers in psychology · 2026Article
- Digital inclusion, legal governance, and the adoption of smart care services by older adults in China: an evolutionary game analysis.Frontiers in public health · 2026Article
- A cross-sectional study on the impact of administrative procedures and medical staff services on patient satisfaction with trust in public sector hospitals: the moderating role of e-health knowledge.BMC health services research · 2025Article
- The Impact of Perceived Quality on Patients' Adoption and Usage of Online Health Consultations: An Empirical Study Based on Trust Theory.Healthcare (Basel, Switzerland) · 2025Article
- Facilitators, barriers, and recommendations for mobile health applications among Chinese older populations: a scoping review.BMC geriatrics · 2025Article
- Investigating Continuance Intention for Telehealth Visits in Children's Hospitals: Survey-Based Study.Journal of medical Internet research · 2025Article
- The Sri Lankan enigma: demystifying public healthcare information systems acceptance.BMC health services research · 2025Article
- Trust or money? Barriers to health and healthcare behavior during the COVID-19 pandemic.PloS one · 2025Article
- Exploring Patients' Acceptance of Mental Health E-services in Morocco: A Quantitative Approach.Cureus · 2024Article
- Understanding the Role of Technology Anxiety in the Adoption of Digital Health Technologies (DHTs) by Older Adults with Chronic Diseases in Shanghai: An Extension of the Unified Theory of Acceptance and Use of Technology (UTAUT) Model.Healthcare (Basel, Switzerland) · 2024Article
- Empowering Healthcare through Precision Medicine: Unveiling the Nexus of Social Factors and Trust.Healthcare (Basel, Switzerland) · 2023Article
- Data-driven approach to quantify trust in medical devices using Bayesian networks.Experimental biology and medicine (Maywood, N.J.) · 2023Review
- eHealth literacy and doctor-inpatient relationships: The mediating role of eHealth utilization and the moderating role of age.Digital healthArticle
- Review
Corrections and comments
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Authors and funding
4 authors at 4 institutions in 4 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundEvidence from the literature suggests that mobile health (mHealth) services can potentially improve healthcare outcomes among older adults. Hence, the government of Hong Kong has recently taken several community and information technology (IT) services initiatives to train older adults on how to enhance their abilities and interest in using mHealth technology. Although mHealth services have been widely implemented globally, their adoption and use by older adults are very low, including those in Hong Kong. This study aims to understand key factors influencing mHealth use intention among the older Chinese population in Hong Kong.
methodsWe extended the Unified Theory of Acceptance and Use of Technology (UTAUT2) as the basis of our conceptual framework. We applied Partial Least Squares path modeling method to conduct the Structural Equation Model (SEM) technique that allows measuring the theoretical validity of any conceptual framework. Convenience and snowball sampling methods were used to recruit participants aged 65 or above. In total, 201 valid responses were used for testing the theoretical validity of the proposed conceptual framework.
resultsThe primary finding shows that the widely used UTAUT2 model falls short in explaining mHealth service acceptance behavior in the Chinese older population in Hong Kong. We further propose a simplified model, the Healthcare Technology Service Acceptance (HTSA) model, to understand the formation of mHealth service acceptance behavior. The findings show that trust is an important component of technology service acceptance intention behavior that was missing in the UTAUT2 model. The results also show that several antecedent factors (i.e., social influence, government policy, and service quality) are critical in forming technology trust beliefs.
conclusionsThe study shows that the HTSA model can better explain mHealth acceptance behavior than the UTAUT2 model. This study advances knowledge in the mHealth technology adoption domain by proposing a simplified new version of the UTAUT2 model for understanding healthcare technology service acceptance and use intention among older adults. The findings of the study provide valuable information to the Hong Kong government and healthcare organizations for wider adoption of mHealth services, especially in older adults.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.