Immersive technologies and AI generate novel challenges to human subjects’ protections protocols

Introduction Immersive technologies enabled by AI present latent risks to human subjects’ protections in research settings. Standard methods of ensuring confidentiality, data management, and safety do not fully encompass the scope of data types, data flow, and user experience. A comprehensive take on risk assessment and mitigation strategy is warranted. Methods 100 research compliance officers analyzed three case studies (Biodata, Haptics, Motion Tracking) in a structured sequence (Open Inquiry, Technical Analysis, Risk Assessment, Mitigation Strategies). The text responses to the questions were thematically coded and summarized in the context of the review criteria (Data Management, Informed Consent, Safety, and Training). Results Biodata case study presented challenges in psychological safety that could be mitigated with improved withdrawal procedures. Haptics introduced novel physical safety concerns with direct brain stimulation, which called for thorough training of study personnel. Motion-tracking exposed the difficulty of anonymization, which may require enhanced data security measures in the data management plan. Discussion The technical depth of knowledge impacted compliance officers’ analysis of the case studies. Yet when informed, the adapted application of human subjects’ protections policies could capture much of the latent risk. The proposed review criteria establish a structure to assess research practices with immersive technology.

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Publication Details

Journal
Frontiers in Virtual Reality
Published
2026-01-30
DOI
https://doi.org/10.3389/frvir.2026.1674326
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00

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article

Immersive technologies and AI generate novel challenges to human subjects’ protections protocols

Aryan Bagade, Julia A. Scott, Bhanujeet Choudhary
Frontiers in Virtual Reality
Artificial Intelligence in Healthcare and Education
article

Immersive technologies and AI generate novel challenges to human subjects’ protections protocols

Aryan Bagade, Julia A. Scott, Bhanujeet Choudhary
article en

Abstract

Introduction Immersive technologies enabled by AI present latent risks to human subjects’ protections in research settings. Standard methods of ensuring confidentiality, data management, and safety do not fully encompass the scope of data types, data flow, and user experience. A comprehensive take on risk assessment and mitigation strategy is warranted. Methods 100 research compliance officers analyzed three case studies (Biodata, Haptics, Motion Tracking) in a structured sequence (Open Inquiry, Technical Analysis, Risk Assessment, Mitigation Strategies). The text responses to the questions were thematically coded and summarized in the context of the review criteria (Data Management, Informed Consent, Safety, and Training). Results Biodata case study presented challenges in psychological safety that could be mitigated with improved withdrawal procedures. Haptics introduced novel physical safety concerns with direct brain stimulation, which called for thorough training of study personnel. Motion-tracking exposed the difficulty of anonymization, which may require enhanced data security measures in the data management plan. Discussion The technical depth of knowledge impacted compliance officers’ analysis of the case studies. Yet when informed, the adapted application of human subjects’ protections policies could capture much of the latent risk. The proposed review criteria establish a structure to assess research practices with immersive technology.

Frontiers in Virtual RealityVol. 7
Santa Clara University (US), Joyson Safety Systems (United States) (US)
Santa Clara University
Peace, Justice and strong institutions
Openalex Percentile: Top 74%
Artificial Intelligence in Healthcare and Education
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