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To be Healed or Hacked? - User-Centered Ethical Design for Embodied AI in Mental Health Care
IEEE Transactions on Visualization and Computer Graphics
|April 3, 2026
Summary
Giving patients more control over their data in virtual reality (VR) therapy increased self-disclosure. However, data transparency did not significantly impact trust in AI therapists, though women reported higher trust.
Area of Science:
- Mental Health
- Artificial Intelligence
- Virtual Reality
Background:
- Global mental health disorders present a significant treatment gap.
- Technology-mediated psychotherapy using AI and VR is being explored to increase access to care.
- Limited research exists on stakeholder concerns and readiness for AI in psychotherapy.
Purpose of the Study:
- To investigate patients' ethical concerns regarding AI in psychotherapy.
- To implement user-centered design measures to foster self-disclosure and trust in an embodied AI therapist within VR.
- To assess the impact of data autonomy and transparency on patient self-disclosure and trust.
Main Methods:
- An online study (N=152) identified patient concerns, prioritizing data autonomy and transparency.
- An in-person VR study (N=90) compared the effects of manipulated data autonomy and transparency on self-disclosure and trust.
- Statistical analysis was used to evaluate the impact of these variables.
Main Results:
- Increased data autonomy significantly enhanced self-disclosure in AI-driven VR therapy.
- Data transparency did not yield a significant effect on self-disclosure or trust.
- Neither data autonomy nor transparency significantly impacted overall perceived trust, but women reported higher trust.
Conclusions:
- Patient data autonomy is a key factor in fostering self-disclosure in AI-powered mental health care.
- Design considerations for AI therapists in VR should prioritize data control.
- Further research is needed to understand gender differences in trust towards AI therapists.
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