Evidence map›Paper›PMID 42275639›Full record

ArticleJMIR formative research2026

Digital Health Monitoring and Intervention Suite for Stress in Frontline Nurses: Prospective Cohort Trial.

Alice Rueda, Josh Martin, Karisa Parkington, Argyrios Perivolaris, Bazen Gashaw Teferra, Gyu Hee Lee, Vanessa K Tassone, Qiaowei Lin, Martin Ivanov, Benjamin Darnell and 13 more

Registry-linked trialAbstract read
In one paragraph

Article in JMIR formative research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05923398 (Digital Interventions to Understand and Mitigate Stress Response), which is not on this map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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.

NCT05923398 nacompletednot on this map

Digital Interventions to Understand and Mitigate Stress Response: Process & Content Evaluation to Move From Feasibility (SRL-4) to Simulated Demonstration (SRL-6)

TypeinterventionalSponsorUnity Health TorontoRan2023 to 2023Enrolled100ConditionsDistress, Emotional, Stress Response Among Nursing Professionals During the COVID-19, Stress Reaction, AcuteArmsDigital Intervention Group
3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

23 authors.

Alice RuedaIntervention Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-9977-9653
Josh MartinIntervention Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0009-0005-5232-1513
Karisa ParkingtonIntervention Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-5886-0228
Argyrios PerivolarisIntervention Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0009-0008-0116-6922
Bazen Gashaw TeferraIntervention Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0001-5325-9639
Gyu Hee LeeIntervention Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0009-0007-6905-9528
Vanessa K TassoneIntervention Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-9208-8809
Qiaowei LinIntervention Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0009-0003-1884-4973
Martin IvanovDepartment of Electrical, Computer, and Biomedical Engineering, Toronto Metropolitan University, Toronto, Ontario, Canada.ORCID http://orcid.org/0009-0000-7050-1749
Benjamin DarnellDepartment of Psychiatry, Chobanian and Avedisian School of Medicine, Boston University, Boston, MA, United States.ORCID http://orcid.org/0000-0002-3962-0544
Lindsay BeaversAllan Waters Family Simulation Program, Unity Health Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-8107-1227
Douglas M CampbellAllan Waters Family Simulation Program, Unity Health Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0001-7046-0959
Andrei TorresmaxSIMhealth, University of Ontario Institute of Technology, Oshawa, Ontario, Canada.ORCID http://orcid.org/0000-0003-2334-1919
Wendy LouDalla Lana School of Public Health, University of Toronto, Toronto, Canada.ORCID http://orcid.org/0000-0001-5590-8719
Anthony NazarovDepartment of Psychiatry, Western University, London, Ontario, Canada.ORCID http://orcid.org/0000-0002-3288-7609
Andrea AshbaughSchool of Psychology, University of Ottawa, Ottawa, Ontario, Canada.ORCID http://orcid.org/0000-0001-8590-0136
Bill KapralosmaxSIMhealth, University of Ontario Institute of Technology, Oshawa, Ontario, Canada.ORCID http://orcid.org/0000-0003-0434-3847
Brett LitzDepartment of Psychiatry, Chobanian and Avedisian School of Medicine, Boston University, Boston, MA, United States.ORCID http://orcid.org/0000-0002-0479-8887
Rakesh JetlyInstitute of Mental Health Research, University of Ottawa, Ottawa, Canada.ORCID http://orcid.org/0000-0001-6610-9365
Adam DubrowskimaxSIMhealth, University of Ontario Institute of Technology, Oshawa, Ontario, Canada.ORCID http://orcid.org/0000-0002-2074-0933
Gillian StrudwickCentre for Addiction and Mental Health, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-1080-7372
Sridhar KrishnanDepartment of Electrical, Computer, and Biomedical Engineering, Toronto Metropolitan University, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-4659-564X
Venkat BhatIntervention Psychiatry Program, St. Michael's Hospital, Unity Health Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0002-8768-1173

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Stress among health care workers (HCWs) contributes to burnout, workforce attrition, and adverse patient outcomes. Although virtual reality (VR), psychoeducation, ecological momentary assessments (EMAs), and wearables have independently shown promise in stress research, no integrated digital suite has combined controlled stress induction, intervention delivery, and longitudinal real-world monitoring in HCWs. Objective: This study aimed to evaluate the feasibility, engagement, and preliminary effectiveness of a multimodal Digital Health Monitoring and Intervention suite for Stress framework integrating VR simulation, psychoeducation, EMAs, and wearable biometrics. We examined (1) the impact of VR simulation and psychoeducation on stress outcomes and (2) associations between physiological and self-reported mental health outcomes. Methods: Ninety-nine nurses (mean age 33.7, SD 8.9 yr, 87% female) were enrolled in 2023. We conducted a single-arm prospective cohort study (NCT05923398). Using convenience sampling, participants were recruited from social media advertisements, flyers, and email notices distributed through professional listservs. Participants completed ≥2-week baseline monitoring, a single VR session (2 runs separated by a brief psychoeducation intervention), and 12-week follow-up. In-VR stress was assessed using the Subjective Units of Distress Scale (SUDS) and 4-item Moral Injury Outcome Scale (MIOS-4), with synchronous heart rate variability. Longitudinal outcomes included weekly and biweekly EMAs alongside 70 wearable-derived features. Paired t tests, aligned rank transform ANOVA, and Pearson correlations informed study objectives, with P values adjusted for multiple comparisons. Qualitative content analysis classified emotional responses during and after VR. Results: VR significantly increased subjective stress across checkpoints in both runs, with attenuation in Run B relative to Run A (all P<.001). No significant heart rate variability differences were observed between runs (P=.15). During VR, 92% (91/99) of participants felt stressed, 36% (36/99) reported anxiety or nervousness, and 51% (50/99)-78% (77/99) endorsed anger, guilt, shame, and/or betrayal. Most (59/99, 60%) HCWs returned to an emotional baseline post-VR, although 12% (12/99) reported lingering distress. Immediate reliable improvements in anger, guilt, shame, and/or betrayal occurred for 50% (50/99)-75% (74/99) of participants post intervention. Anxiety (mean -0.53, SD 2.34; P=.03) and stress (mean -3.05, SD 11.35; P=.01) decreased 2 weeks post intervention, but were not sustained at 12 weeks. Increased sleep restlessness was the only wearable feature showing significant changes (mean 2.46%, SD 5.43; Padj<.001). In-VR stress correlated with 12-week real-world stress (SUDS: r=0.57-0.58; MIOS-4: r=0.58-0.61; all P<.01). Data completion exceeded 90%, with 71% achieving full compliance. Conclusions: This study moves beyond single-tool interventions to demonstrate the feasibility and preliminary effectiveness of an integrated, multimodal stress platform within a single coordinated framework. This trial demonstrates high engagement, short-term symptom responsiveness, ecological validity, and emotional safety. The framework provides a scalable model for proactive stress identification, skills training, and implementation in high-risk occupational settings. Randomized controlled trials are needed to establish sustained efficacy and optimize deployment for real-world implementation.

Indexed as

Frontline WorkersNursesStress, PsychologicalAdultCohort StudiesDigital HealthFemaleHumansMaleMiddle AgedMonitoring, PhysiologicProspective Studiesdigital health monitoringdigital mental health interventionecological momentary assessmentsEMAshealth care workersnursesprospective cohort trialpsychoeducationstressvirtual realitywearable devices

Identifiers

PMID42275639
PMCPMC13258063

What Socratic holds

Textmetadata
LicenceCC BY
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Registered trials

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 Socratic graph.