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Updated: Nov 7, 2025

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Published on: May 10, 2022
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Self-Diagnosis through AI-enabled Chatbot-based Symptom Checkers: User Experiences and Design Considerations
1Pennsylvania State University, University Park, PA, USA.
Summary
AI-enabled chatbot-based symptom checker (CSC) apps offer preliminary diagnoses but need improvements. Research shows current CSC apps lack comprehensive medical history support and diverse disease coverage for better user experience.
Area of Science:
- Health Informatics
- Artificial Intelligence in Healthcare
- Human-Computer Interaction
Background:
- Growing interest in AI-enabled chatbot-based symptom checker (CSC) apps for healthcare.
- CSC apps utilize AI for preliminary diagnoses and self-triaging through conversational interfaces.
- Limited research exists on the functionalities and user experiences of current CSC apps.
Purpose of the Study:
- To investigate the functionalities and user experiences of existing AI-enabled CSC apps.
- To identify limitations in current CSC app features and conversational design.
- To provide implications for future CSC app development.
Main Methods:
- A comprehensive feature review of existing CSC apps.
- Analysis of user reviews from app stores and online platforms.
- Conducting an interview study with CSC app users.
Main Results:
- Existing CSC apps lack features to fully support the diagnostic process for an offline medical visit.
- Users reported deficiencies in comprehensive medical history taking, flexible symptom input, and understandable questioning.
- Identified a lack of support for diverse diseases and user demographics within current CSC apps.
Conclusions:
- Current CSC apps require enhancement to cover the full diagnostic journey.
- Future CSC app development should prioritize robust medical history integration and adaptable conversational elements.
- Addressing user-perceived limitations is crucial for improving the efficacy and adoption of CSC technology.
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