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Evaluation of a Smartphone-based Human Activity Recognition System in a Daily Living Environment
Published on: December 11, 2015
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Development and evaluation of smartphone usage management system for preventing problematic smartphone use.
Sun Jung Lee1,2, Mun Joo Choi1,2, Sung Hye Yu1,2
1Department of Medical Informatics, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea.
Digital Health
|April 4, 2022
Summary
The MindsCare app effectively reduced smartphone usage time and demonstrated good usability. This intervention may help users manage problematic smartphone use and achieve their reduction goals.
Area of Science:
- Digital Health
- Human-Computer Interaction
- Behavioral Science
Background:
- Problematic smartphone use is a growing concern, impacting self-control and daily functioning.
- The MindsCare app was developed to address excessive smartphone use through personalized interventions.
- Self-management tools are crucial for mitigating negative consequences of digital device over-reliance.
Purpose of the Study:
- To evaluate the effectiveness of the MindsCare app in reducing smartphone usage time.
- To assess the usability and user acceptance of the MindsCare app.
- To investigate the factors influencing user intention to use the app for managing smartphone habits.
Main Methods:
- A 13-week intervention study involving 342 Korean adults (over 20 years old).
- Usability evaluation using a questionnaire based on the Technology Acceptance Model.
- Analysis of smartphone usage data and structural equation modeling to assess user behavior intention.
Main Results:
- A significant reduction in average smartphone usage time was observed by the eighth week (t=3.47, p=0.001).
- The app achieved an average usability score of 3.61/5, with 58% positive responses.
- Effort and performance expectancies positively correlated with the intention to use the app.
Conclusions:
- The MindsCare app demonstrates a significant effect in reducing smartphone usage time.
- The app possesses good usability, indicating user acceptance and potential for widespread adoption.
- MindsCare offers a viable solution for individuals aiming to reduce problematic smartphone use.

