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A Personalised Digital Health Intervention for Prediabetes.
Ayesha Thanthrige1, Nalika Ulapane1, Nilmini Wickramasinghe1
1School of Computing, Engineering and Mathematical Sciences, La Trobe University, Melbourne, Australia.
This study designs a web app for prediabetes prevention in young adults, integrating AI and gamification. The goal is to improve health knowledge and self-management, offering engaging digital health tools.
Area of Science:
- Digital Health Interventions
- Behavioral Science
- Public Health
Background:
- Prediabetes is a critical stage for preventing type 2 diabetes, a growing global health concern.
- Young adults, a key demographic, often lack accessible and engaging preventive health tools.
- Effective digital interventions are needed to address this gap in prediabetes management.
Purpose of the Study:
- To design and evaluate a user-centered web application for prediabetes prevention among young adults.
- To enhance health knowledge, engagement, and self-management skills in this at-risk population.
- To explore the integration of novel features like AI and gamification in digital health tools.
Main Methods:
- Utilizing Design Science Research Methodology (DSRM), Task-Technology Fit (TTF), and Unified Theory of Acceptance and Use of Technology (UTAUT).
- Incorporating features identified through a systematic literature review (SLR), including Machine Learning (ML) recommendations, educational modules, goal setting, gamification, and an AI chatbot.
- Planning a pilot study with surveys to assess usability, usefulness, satisfaction, and health knowledge, analyzed via descriptive and thematic analysis.
Main Results:
- The study presents the current design of the web application, incorporating a blend of evidence-based features.
- Planned scenario-driven use cases demonstrate the application's relevance and potential impact.
- A pilot study is designed to gather empirical data on user experience and effectiveness.
Conclusions:
- This work-in-progress offers a user-centered approach to developing digital health interventions for prediabetes.
- The proposed web application aims to provide personalized and engaging tools for young adults.
- Findings will contribute insights into designing effective personalized digital health interventions for chronic disease prevention.
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