Evidence map›Paper›PMID 39842791›Full record

ArticleJMIR research protocols2025

Adaptive Just-in-Time Intervention to Reduce Everyday Stress Responses: Protocol for a Randomized Controlled Trial.

Jillian A Johnson, Matthew J Zawadzki, Martin J Sliwinski, David M Almeida, Orfeu M Buxton, David E Conroy, David Marcusson-Clavertz, Jinhyuk Kim, Robert S Stawski, Stacey B Scott and 6 more

Registry-linked trialAbstract readClinical Trial Protocol
In one paragraph

Article in JMIR research protocols, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05502575 (Everyday Stress Response Targets in the Science of Behavior Change), which is not on this 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.

NCT05502575 phase2completednot on this map

Everyday Stress Response Targets in the Science of Behavior Change

TypeinterventionalSponsorPenn State UniversityRan2022 to 2023Enrolled213ConditionsStress, Psychological StressArmsSelf-monitoring and personalized stress management, Self-monitoring and general stress management
3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Effects of a Smartphone-Based Mindfulness Intervention on Momentary Stress Among First Responders: a Micro-Randomized Trial.Prevention science : the official journal of the Society for Prevention Research · 2026
    Article
  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

16 authors.

Jillian A JohnsonComprehensive Cancer Center, Atrium Health, Wake Forest Baptist, Winston-Salem, NC, United States.ORCID 0000-0003-1379-2150
Matthew J ZawadzkiDepartment of Psychological Sciences, University of California Merced, Merced, CA, United States.ORCID 0000-0001-6968-084X
Martin J SliwinskiDepartment of Human Development and Family Sciences, The Pennsylvania State University, University Park, PA, United States.ORCID 0000-0002-9611-7558
David M AlmeidaDepartment of Human Development and Family Sciences, The Pennsylvania State University, University Park, PA, United States.ORCID 0000-0002-5233-8148
Orfeu M BuxtonDepartment of Biobehavioral Health, The Pennsylvania State University, University Park, PA, United States.ORCID 0000-0001-5057-633X
David E ConroyDepartment of Kinesiology, The Pennsylvania State University, University Park, PA, United States.ORCID 0000-0003-0204-4093
David Marcusson-ClavertzDepartment of Psychology, Linnaeus University, Växjö, Sweden.ORCID 0000-0002-0730-9954
Jinhyuk KimDepartment of Informatics, Shizuoka University, Shizuoka, Japan.ORCID 0000-0003-4218-1631
Robert S StawskiDepartment of Human Development and Family Studies, Utah State University, Logan, UT, United States.ORCID 0000-0002-0809-6372
Stacey B ScottDepartment of Psychology, Stony Brook University, Stony Brook, NY, United States.ORCID 0000-0002-7060-4964
Christopher N SciamannaDepartment of Medicine, The Pennsylvania State University, Hershey, PA, United States.ORCID 0000-0002-1568-341X
Paige A GreenNational Cancer Institute, National Institutes of Health, Bethesda, MD, United States.ORCID 0000-0001-7886-8924
Emily M RepkaCenter for Healthy Aging, The Pennsylvania State University, University Park, PA, United States.ORCID 0009-0004-8765-4046
Meynard John L ToledoCenter for Economic and Social Research, University of Southern California, Los Angeles, CA, United States.ORCID 0000-0003-0215-003X
Nicole L SturgesCenter for Survey Research, The Pennsylvania State University, Harrisburg, PA, United States.ORCID 0009-0009-2455-6824
Joshua M SmythDepartment of Psychology, The Ohio State University, Columbus, OH, United States.ORCID 0000-0002-0904-5390

Funding

Business and regulatory development for Integrating sleep enhancement technology into clinical practiceR44AG056250 · NIA · PROACTIVE LIFE, INC. · PI GARTENBERG, DANIEL · 2020 to 2022
$2.5M
Everyday Stress Response Targets in the Science of Behavior ChangeUH3AG052167 · NIA · PENNSYLVANIA STATE UNIVERSITY, THE · PI SMYTH, JOSHUA M · 2018 to 2019
$2.5M
Everyday Stress Response Targets in the Science of Behavior ChangeUH2AG052167 · NIA · PENNSYLVANIA STATE UNIVERSITY, THE · PI ALMEIDA, DAVID M., SMYTH, JOSHUA M · 2015 to 2017
$2.5M
Non-pharmacological improvement of sleep structure in older peopleR43AG056250 · NIA · MOBILE SLEEP TECHNOLOGIES, LLC · PI GARTENBERG, DANIEL, GERASHCHENKO, DMITRY · 2017 to 2018
$696k
NIA NIH HHS R43 AG056250NIA NIH HHS R44 AG056250NIA NIH HHS UH2 AG052167NIA NIH HHS UH3 AG052167
6 · The paper itself

Abstract

backgroundPersonalized approaches to behavior change to improve mental and physical health outcomes are needed. Reducing the intensity, duration, and frequency of stress responses is a mechanism for interventions to improve health behaviors. We developed an ambulatory, dynamic stress measurement approach that can identify personalized stress responses in the moments and contexts in which they occur; we propose that intervening in these stress responses as they arise (ie, just in time; JIT) will result in positive impacts on health behaviors.

objectiveThis study aims to (1) use an experimental medicine approach to evaluate the impact of a smartphone-delivered JIT stress management intervention on the frequency and intensity of person-specific stress responses (ie, stress reactivity, nonrecovery, and pileup); (2) evaluate the impact of the JIT intervention on the enactment of health behaviors in everyday life (physical activity and sleep); and (3) explore whether changes in stress responses mediate the interventions' effects on health behaviors.

methodsIn a 2-arm phase 2 clinical trial, we will enroll 210 adults in either a JIT stress management intervention or an active control condition. For 4 weeks, participants will complete 8 brief smartphone surveys each day and wear devices to assess sleep and physical activity. After a 1-week run-in period, participants will be randomized into the JIT intervention or an active control condition for 2 weeks. Participants in the JIT intervention will receive very brief stress management activities when reporting greater than typical stress responses, whereas control participants will receive no personalized stress management activities. Participants enrolled in both conditions will engage in self-monitoring for the entire study period and have access to a general stress management education module. Self-report outcomes will be assessed again 1 month after the intervention. We will use mixed-effects models to evaluate differences in person-specific stress responses between the intervention and control groups. We will conduct parallel analyses to evaluate whether the intervention is associated with improvement in health behavior enactment (ie, sleep and physical activity). The Pennsylvania State University Institutional Review Board approved all study procedures (STUDY00012740).

resultsInitial participant recruitment for the trial was initiated on August 15, 2022, and enrollment was completed on June 9, 2023. A total of 213 participants were enrolled in this period. Data are currently being processed; analyses have not yet begun.

conclusionsWe anticipate that this research will contribute to advancing stress measurement, thereby enhancing understanding of health behavior change mechanisms and, more broadly, providing a conceptual roadmap to advance JIT interventions aimed at improving stress management and health behaviors.

trial registrationClinicaltrials.gov NCT05502575; https://clinicaltrials.gov/study/NCT05502575. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/58985.

Indexed as

Stress, PsychologicalAdultExerciseFemaleHealth BehaviorHumansMaleMiddle AgedRandomized Controlled Trials as TopicSleepSmartphonebehavior changeexperimental medicine approachjust-in-time adaptive interventionphysical activitysleepstressstress managementstress responses

Identifiers

PMID39842791
PMCPMC11799819

What OpenQuestion holds

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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 OpenQuestion graph.