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Improving and Evaluating eMMA's Communication Skills: A Chatbot for Managing Medication
Gabriel Immanuel Hess1, Guillaume Fricker1, Kerstin Denecke1
1Bern University of Applied Sciences, Biel, Switzerland.
Studies in Health Technology and Informatics
|March 30, 2019
Summary
This study enhanced a medication management app's chatbot for better quality. Further knowledge base development is needed for practical use in medication self-management.
Area of Science:
- Health Informatics
- Human-Computer Interaction
- Artificial Intelligence
Background:
- A mobile application for medication self-management (eMMA) previously featured a basic conversational user interface (CUI).
- Enhancing patient engagement and adherence in medication management is a critical healthcare challenge.
Purpose of the Study:
- To extend the conversational user interface (CUI) of the eMMA application by integrating the RiveScript chatbot framework and an instruction interface.
- To evaluate the impact of these technical extensions on task success, dialog quality, and efficiency in medication self-management.
Main Methods:
- A theoretical evaluation was conducted.
- A quantitative evaluation was performed.
- A usability test was carried out to assess user experience and system performance.
Main Results:
- The technical extensions, including RiveScript integration, demonstrably improved the chatbot's dialog quality.
- Evaluations indicated that the enhancements were beneficial for the conversational aspect of the application.
- Despite improvements, the system's knowledge base requires significant expansion for real-world application.
Conclusions:
- The integration of RiveScript and an instruction interface offers a promising pathway to enhance conversational agents for medication self-management.
- While technical improvements are evident, the system's practical utility is currently limited by the scope of its knowledge base.
- Future work should focus on substantial knowledge base augmentation to enable widespread adoption of the eMMA system.