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Interactive Mobile Applications in Healthcare A Comprehensive Analysis of User Experiences and Effectiveness

Thabo Molefe, Nolwazi Dlamini

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  • Thabo Molefe: University of Johannesburg, South Africa
  • Nolwazi Dlamini: University of Johannesburg, South Africa
Published:
February 10, 2025
Pages:
31-38

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Abstract

mHealth applications are increasingly relevant in South Africa for addressing chronic diseases, unequal access, and resource constraints. This sequential mixed-methods study evaluated user experience and mHealth effectiveness through qualitative exploration, iterative co-design, a 12–16-week quasi-experimental trial, and an implementation evaluation guided by the CFIR and RE-AIM frameworks. Qualitative findings highlighted the need for local language support, offline-first functionality, low data consumption, granular permissions, and light integration into clinical workflows. In the trial, the intervention achieved 72.4% adoption and 90-day retention of 51.8% (versus 41.2% and 29.7% in the comparator), alongside higher usability (SUS 78.6 vs. 65.9) and perceived usefulness (TAM) scores, and greater weekly engagement. Trust and privacy mediated the effect of privacy-by-design features on retention, while digital literacy and device ownership moderated adoption. Secondary clinical indicators showed improved HIV therapy adherence and better blood pressure control. Implementation fidelity reached 84%, and 79% of healthcare providers rated workflow compatibility as good or very good. These results support the view that mHealth success depends on fit-for-purpose, low-data, offline-first, and privacy-by-default design, supported by adaptive onboarding and workflow integration. Key recommendations include continuous engagement monitoring aligned with the IDHEM framework, transparent data governance, and low-bandwidth-friendly interoperability to enable scalability and sustainability.

Author Biographies
Thabo Molefe

University of Johannesburg

University of Johannesburg, Bunting Rd, Auckland Park, Johannesburg, 2092, South Africa. 

Nolwazi Dlamini

University of Johannesburg

University of Johannesburg, Bunting Rd, Auckland Park, Johannesburg, 2092, South Africa. 

Article Identifiers
  • Article Title: Interactive Mobile Applications in Healthcare A Comprehensive Analysis of User Experiences and Effectiveness
  • DOI: 10.59431/jms.v3i1.542
  • Publication Date: 2025-02-10
  • Journal: Journal Mobile Technologies (JMS)
  • Volume: 3
  • Issue: 1
  • Pages: 31-38
References
  • AlMutairi, R., & Aditya, R. (2025). Evaluating user satisfaction and engagement in mHealth: Insights from the Integrated Digital Health Engagement Model (IDHEM). Digital Health, 11. https://doi.org/10.1177/20552076251346698 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Alqahtani, F., & Orji, R. (2020). Insights from user reviews to improve mental health apps. Health Informatics Journal, 26(3), 2042–2066. https://doi.org/10.1177/1460458219896492 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Biviji, R., Vest, J., Dixon, B., Cullen, T., & Harle, C. (2020). Factors related to user ratings and user downloads of mobile apps for maternal and infant health: A cross-sectional study. JMIR mHealth and uHealth, 8(1), e15663. https://doi.org/10.2196/15663 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Biviji, R., Williams, K., Vest, J., Dixon, B., Cullen, T., & Harle, C. (2021). Consumer perspectives on maternal and infant health apps: Qualitative content analysis. Journal of Medical Internet Research, 23(9), e27403. https://doi.org/10.2196/27403 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Clouse, K., Phillips, T., Mogoba, P., Ndlovu, L., Bassett, J., & Myer, L. (2021). Attitudes toward a proposed GPS-based location tracking smartphone app for improving engagement in HIV care among pregnant and postpartum women in South Africa: Focus group and interview study. JMIR Formative Research, 5(2), e19243. https://doi.org/10.2196/19243 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Farao, J., Malila, B., Conrad, N., Mutsvangwa, T., Rangaka, M., & Douglas, T. (2020). A user-centred design framework for mHealth. PLOS ONE, 15(8), e0237910. https://doi.org/10.1371/journal.pone.0237910 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Flaherty, S., McCarthy, M., Collins, A., McCafferty, C., & McAuliffe, F. (2021). Exploring engagement with health apps: The emerging importance of situational involvement and individual characteristics. European Journal of Marketing, 55(13), 122–147. https://doi.org/10.1108/EJM-06-2019-0531 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Husain, L., Greenhalgh, T., Hughes, G., Finlay, T., & Wherton, J. (2022). Desperately seeking intersectionality in digital health disparity research: Narrative review to inform a richer theorization of multiple disadvantage. Journal of Medical Internet Research, 24(12), e42358. https://doi.org/10.2196/42358 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Marcolino, M. S., Oliveira, J. A. Q., D’Agostino, M., Ribeiro, A. L. P., Alkmim, M. B. M., & Novillo-Ortiz, D. (2018). The impact of mHealth interventions: Systematic review of systematic reviews. JMIR mHealth and uHealth, 6(1), e23. https://doi.org/10.2196/mhealth.8873 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Mahmood, S., Coovadia, A., Laher, A., & Adam, A. (2023). mHealth app usage amongst paediatric department doctors in South Africa. African Health Sciences, 23(3). https://doi.org/10.4314/ahs.v23i3.24 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Mulawa, M., Mtukushe, B., Knippler, E., Matiwane, M., Al-Mujtaba, M., Muessig, K., … Hightow-Weidman, L. (2023). Supporting adolescents with HIV in South Africa through an adherence-supporting app: Mixed methods beta-testing study. JMIR Formative Research, 7, e47575. https://doi.org/10.2196/47575 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Octavius, G. S., & Antonio, F. (2021). Antecedents of intention to adopt mobile health (mHealth) application and its impact on intention to recommend: An evidence from Indonesian customers. International Journal of Telemedicine and Applications, 2021, 6698627. https://doi.org/10.1155/2021/6698627 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Sari, N., & Alversia, Y. (2019). Factors influencing consumer affection and consumer engagement in mobile application. In Proceedings of the International Conference on Organizational Innovation (ICOI). https://doi.org/10.2991/icoi-19.2019.45 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Wang, T., Fan, L., Zheng, X., Wang, W., Liang, J., An, K., … Lei, J. (2021). The impact of gamification-induced users’ feelings on the continued use of mHealth apps: A structural equation model with the self-determination theory approach. Journal of Medical Internet Research, 23(8), e24546. https://doi.org/10.2196/24546 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Yingta, N., Abdelnour-Nocera, J., Brew, O., & Rehman, I. (2021). Usefulness design goals of occupational mHealth apps for healthcare workers. In Proceedings of HCI 2021 Doctoral Consortium. https://doi.org/10.14236/ewic/HCI2021-DC.2 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Yoon, S., Goh, H., Nadarajan, G., Sung, S., Teo, I., Lee, J., … Teo, T. (2021). Perceptions of mobile health apps and features to support psychosocial well-being among frontline health care workers involved in the COVID-19 pandemic response: Qualitative study. Journal of Medical Internet Research, 23(5), e26282. https://doi.org/10.2196/26282 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Yu, N., & Huang, Y. (2020). Important factors affecting user experience design and satisfaction of a mobile health app—A case study of Daily Yoga app. International Journal of Environmental Research and Public Health, 17(19), 6967. https://doi.org/10.3390/ijerph17196967 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Zakerabasali, S., Ayyoubzadeh, S., Baniasadi, T., Yazdani, A., & Abhari, S. (2021). Mobile health technology and healthcare providers: Systemic barriers to adoption. Healthcare Informatics Research, 27(4), 267–278. https://doi.org/10.4258/hir.2021.27.4.267 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Zhou, L., Bao, J., Watzlaf, V., & Parmanto, B. (2019). Barriers to and facilitators of the use of mobile health apps from a security perspective: Mixed-methods study. JMIR mHealth and uHealth, 7(4), e11223. https://doi.org/10.2196/11223 Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
  • Aranda-Jan, C. B., Mohutsiwa-Dibe, N., & Loukanova, S. (2014). Systematic review on what works, what does not work and why of implementation of mobile health (mHealth) projects in Africa. BMC Public Health, 14(1), 188. https://doi.org/10.1186/1471-2458-14-188. Google Scholar Scite Semantic Scholar Scilit Crossref Connected Papers
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Article Details

Volume: 3
Issue: 1
Year: 2025
Published: 2025-02-10
Pages: 31-38
Section: Articles
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How to Cite

Molefe, T., & Dlamini, N. (2025). Interactive Mobile Applications in Healthcare A Comprehensive Analysis of User Experiences and Effectiveness. Journal Mobile Technologies (JMS), 3(1), 31-38. https://doi.org/10.59431/jms.v3i1.542
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