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Patient Concerns Regarding Artificial Intelligence Applications in Health Care: Systematic Review and Meta-Synthesis
Jiayu Hou1,2, Zhiqiao Zhang1,2, Xuan Cheng1
1School of Nursing, Hunan Normal University, No. 371, Tongzipo Road, Yuelu District, Changsha City, Hunan Province, China, 86 13548968918.
Journal of Medical Internet Research
|April 28, 2026
Summary
Patient concerns about artificial intelligence (AI) in healthcare are complex and multilevel, spanning privacy, reliability, and equity. Addressing these factual concerns requires systemic interventions for sustainable AI integration in patient care.
Area of Science:
- Healthcare Technology
- Medical Informatics
- Artificial Intelligence Ethics
Background:
- Growing use of artificial intelligence (AI) in healthcare lacks multilevel research on patient concerns.
- Existing reviews often descriptively summarize patient attitudes without theoretical frameworks.
Purpose of the Study:
- To systematically review and analyze patient concerns regarding healthcare AI applications.
- To apply social ecological theory to understand multilevel interactive mechanisms of patient concerns.
Main Methods:
- Systematic review and meta-synthesis following PRISMA-S guidelines.
- Searched major databases (PubMed, Embase, Web of Science, CINAHL, Scopus) for qualitative studies on clinical AI.
- Assessed quality using JBI-QARI and confidence using GRADE-CERQual.
Main Results:
- Included 25 qualitative studies with 528 participants.
- Identified six themes: privacy/data security, technology reliability, physician-patient relationships, trust/accountability, ethical/equity issues, and workforce replacement.
- Concerns operate at micro (individual), meso (organizational), and macro (societal) levels.
Conclusions:
- First meta-synthesis applying social ecological theory to patient concerns about medical AI.
- Findings reveal interconnected "ecological imbalance" mechanisms, suggesting concerns are fact-based.
- Systemic interventions are needed, including explainable AI, improved communication, institutional accountability, and global ethical norms.
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