Evidence map›Paper›PMID 42030493›Full record

ArticleJMIR research protocols2026

Psychophysiological Responses in Virtual Reality for Assessing Current Nicotine Use and Future Addiction Risk Among Young Adults: Protocol for a Mixed Methods Study.

Shu Wei, Shawn Van, Chris Shia, Michael Gancz, Deepa Camenga, Kammarauche Aneni, Asher Marks, Kimberly Hieftje

Abstract read
In one paragraph

Article in JMIR research protocols, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Review
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Shu WeiDepartment of Pediatrics, Yale School of Medicine, PO Box 208064, New Haven, CT, 06511, United States, +1 (347) 931-0195.ORCID 0000-0001-6854-2488
Shawn VanDepartment of Pediatrics, Yale School of Medicine, PO Box 208064, New Haven, CT, 06511, United States, +1 (347) 931-0195.ORCID 0009-0002-3171-4922
Chris ShiaYale College, New Haven, CT, United States.ORCID 0009-0009-5121-095X
Michael GanczStanford Center for Computer Research in Music and Acoustics (CCRMA), Stanford University, Stanford, CA, United States.ORCID 0009-0006-9453-3888
Deepa CamengaDepartment of Pediatrics, Yale School of Medicine, PO Box 208064, New Haven, CT, 06511, United States, +1 (347) 931-0195.ORCID 0000-0001-6681-4507
Kammarauche AneniThe Child Study Center, Yale School of Medicine, New Haven, CT, United States.ORCID 0000-0001-5792-3605
Asher MarksDepartment of Pediatrics, Yale School of Medicine, PO Box 208064, New Haven, CT, 06511, United States, +1 (347) 931-0195.ORCID 0000-0002-9913-9912
Kimberly HieftjeDepartment of Pediatrics, Yale School of Medicine, PO Box 208064, New Haven, CT, 06511, United States, +1 (347) 931-0195.ORCID 0000-0001-9276-7767

Funding

A Family-Based Digital Intervention to Address Early Substance Use Among Adolescents in Primary Care SettingsK23DA059638 · NIDA · YALE UNIVERSITY · PI Kammarauche Aneni · 2024 to 2026
$585k
NIDA NIH HHS K23 DA059638
6 · The paper itself

Abstract

Background: Nicotine addiction among youth is a continuing public health concern, and vaping serves as a major pathway to nicotine use. Conventional assessments of craving and addiction risk rely on self-reports, which are prone to bias and lack sensitivity to real-time processes. Virtual reality (VR) enables controlled cue exposure while capturing real-time multimodal data, including subjective experiences, behavioral patterns, and physiological responses, which offer a more implicit and dynamic approach to identifying addiction risk. Objective: This pilot study examines whether subjective craving and psychophysiological responses (eg, eye gaze, heart rate, and electrodermal activity) to vaping-related cues in VR can distinguish young adults who vape from those who do not. Our secondary objective is to explore associations between these multimodal biomarkers and self-reported measures of craving, dependence, motivation to quit, and susceptibility to initiate vaping. Methods: Bespoke VR scenes were developed with input from a youth advisory board to ensure ecological validity. Forty young adults aged 18 to 21 years (20 vapers and 20 nonvapers) will complete a single laboratory session. Participants will experience 3 VR scenes (neutral baseline, vaping cues without social pressure, and vaping cues with social pressure in counterbalanced order). Eye gaze, heart rate, and electrodermal activity will be recorded continuously. Participants will complete standardized assessments of craving, sense of presence, and social presence in VR after each cue scene, followed by a short interview at the end. Quantitative data will be analyzed using mixed-model ANOVAs, correlation metrics, and exploratory regularized regression analyses to examine relationships between physiological responses, behavioral measures, and vaping status. Results: The project received institutional review board approval in August 2025 and was registered publicly in the Open Science Framework in November 2025. Development of the VR stimuli was completed in December 2025. Participant recruitment and data collection began in February 2026, and 7 participants have been enrolled as of March 2026. Conclusions: This protocol outlines a pilot study integrating immersive VR and multimodal biometrics to examine vaping cue reactivity in young adults. The findings will guide the development and evaluation of VR-based psychophysiological tools for identifying early markers of nicotine use risk. This work will also lay the foundation for adapting the approach to younger adolescents to support scalable early detection and prevention of nicotine addiction and initiation.

Indexed as

Behavior, AddictivePsychophysiologyTobacco Use DisorderVapingVirtual RealityAdolescentAdultCravingCuesFemaleGalvanic Skin ResponseHeart RateHumansMalePilot ProjectsRisk Assessmenteye trackingnicotine addictionphysiological datavapingvirtual reality

Identifiers

PMID42030493
PMCPMC13108838

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.