Submitted:
27 April 2026
Posted:
29 April 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Participants
2.3. Procedure
2.4. Virtual Environments and Scenario Design
2.5. Data Analysis
2.5.1. Quantitative Analysis
2.5.2. Qualitative Analysis
3. Results
3.1. Quantitative Findings
3.1.1. Physiological Reactivity
3.1.2. Subjective Emotional Reactivity
3.1.3. Associations with Baseline Anxiety
3.1.4. Subjective–Objective Correspondence
3.2. Qualitative Findings
4. Discussion
4.1. Contrast-Inducing Potential
4.2. User Comfort and Wearable Burden
4.3. Immersion and Presence
4.4. Technical Requirements and Future Directions
4.5. Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| APK | Android application package |
| CAM | Contrast Avoidance Model |
| CBT | Cognitive-behavioral therapy |
| CSQ-VR | Cybersickness in Virtual Reality Questionnaire |
| EMA | Ecological momentary assessment |
| FDR | False discovery rate |
| GAD | Generalized anxiety disorder |
| GAD-7 | Generalized Anxiety Disorder 7-item scale |
| HR | Heart rate |
| HRV | Heart rate variability |
| IPQ | Igroup Presence Questionnaire |
| NLP | Natural language processing |
| OSF | Open Science Framework |
| RMSSD | Root mean square of successive differences |
| RR | R-to-R interval |
| SAM | Self-Assessment Manikin |
| SUDS | Subjective Units of Distress Scale |
| VR | Virtual reality |
| VRET | Virtual reality exposure therapy |
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| Type | Criteria |
|---|---|
| Inclusion | Adults aged 18–45 years; normal or corrected-to-normal vision; Generalized Anxiety Disorder 7-item (GAD-7) score ≥ 5. |
| Exclusion | History of severe motion sickness; history of epilepsy; history of cardiovascular disorders. |
| Scenario | Experimental role | Description |
|---|---|---|
| Neutral Garden | Baseline/relaxation | A calm, Japanese-style courtyard used for baseline assessment and guided relaxation. |
| Skyline Plank | Physical threat | A simulation involving standing on a narrow wooden plank protruding from a skyscraper. |
| Crowded Elevator | Social evaluation | An enclosed, cramped elevator space where the user is surrounded by non-interactive avatars. |
| Loose Dog | Uncertainty | A confined hallway featuring an encounter with an unleashed German Shepherd. |
| Variable | M | SD | Range |
|---|---|---|---|
| Age (years) | 35.35 | 7.02 | 25 – 45 |
| GAD-71 | 8.05 | 4.22 | 5 – 19 |
| IPQ Overall2 | 0.12 | 1.01 | -1.43 – 1.71 |
| IPQ General Presence2 | 0.9 | 1.59 | -2.00 – 3.00 |
| IPQ Spatial Presence2 | 0.89 | 1.07 | -1.00 – 2.20 |
| IPQ Involvement2 | 0.39 | 1.56 | -2.75 – 2.75 |
| IPQ Realism2 | -1.3 | 1.03 | -3.00 – 1.25 |
| CSQ-VR Total3 | 11.4 | 4.68 | 6 – 21 |
| CSQ-VR Nausea3 | 3.2 | 1.51 | 2 – 8 |
| CSQ-VR Vestibular3 | 4.2 | 2.07 | 2 – 9 |
| CSQ-VR Oculomotor3 | 4 | 2.15 | 2 – 9 |
| Theme | Positive Feedback Instances | Negative/Constructive Feedback Instances |
|---|---|---|
| Emotional Contrast and Engagement | 61 | 21 |
| Comfort and Wearable Burden | 172 | 15 |
| Immersion, Realism, and Interface Quality | 135 | 70 |
| Feasibility and Refinement Priorities | 103 | 23 |
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