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Empathy in AI for Health and Care Settings-Definition, Expression, and Measurement: Protocol for a Scoping Review
Alastair Howcroft1, Steve Benford1, Michel Valstar1,2
1School of Computer Science, University of Nottingham, Nottingham, England, United Kingdom.
JMIR Research Protocols
|May 5, 2026
Summary
This scoping review clarifies the inconsistent definitions and applications of empathy in artificial intelligence (AI) for healthcare. It aims to guide the development of more effective empathic AI systems by identifying key design features.
Area of Science:
- Health Informatics
- Human-Computer Interaction
- Artificial Intelligence Ethics
Background:
- The concept of empathy in artificial intelligence (AI) systems, particularly in healthcare, is inconsistently defined and applied.
- Lack of clarity in defining and assessing "empathic AI" hinders understanding of user experience and engagement with AI-mediated support.
Purpose of the Study:
- To systematically map the definitions, operationalization, and evaluation of empathy in peer-reviewed AI research within health and care settings.
- To identify and describe interactional design features of AI systems that are perceived as more empathic.
Main Methods:
- A scoping review protocol adhering to Joanna Briggs Institute guidance and PRISMA-ScR standards.
- Comprehensive searches across multiple databases (PubMed, Embase, PsycInfo, CINAHL, Scopus, IEEE Xplore, ACM Digital Library).
- Thematic synthesis of extracted data on AI system types, empathy definitions, design features, and evaluation methods.
Main Results:
- The review will summarize current definitions of empathy in AI research for health and care.
- It will provide a categorized list of empathic interactional behaviors and design features in AI systems.
- An overview of how empathy is measured across studies will be presented, highlighting features in highly-rated systems.
Conclusions:
- This review will clarify the meaning of "AI empathy" in healthcare contexts.
- Findings will identify common system features used to develop empathic AI.
- The results aim to inform the design of more effective and user-centered empathic AI systems.
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