ArticleInternational journal of environmental research and public health2022
Advancing Behavioral Intervention and Theory Development for Mobile Health: The HeartSteps II Protocol.
Abstract readClinical Trial Protocol
In one paragraph
Article in International journal of environmental research and public health, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.
0numbers the graph read from it
0cells of the map it votes in
19citing papers in PubMed, 1 pooled it
–field-weighted citation impact
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.
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.
Who cites it
19 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Beyond the current state of just-in-time adaptive interventions in mental health: a qualitative systematic review.Frontiers in digital health · 2025Pooled it
- A bibliometric analysis of research on the application of just-in-time adaptive interventions in mental health.Medicine · 2026Review
- Digital Twins for Just-in-Time Adaptive Interventions (JITAIs): Framework for Optimizing and Continually Improving JITAIs.Journal of medical Internet research · 2026Article
- Systematic review of dynamically tailored eHealth interventions targeting physical activity and healthy diet in chronic disease.NPJ digital medicine · 2025Article
- Dynamic Modeling and System Identification of User Engagement in mHealth Interventions using a Bayesian Approach for Missing Data Imputation.Control engineering practice · 2025Article
- Physical activity and diet just-in-time adaptive intervention to reduce blood pressure: a randomized controlled trial.NPJ digital medicine · 2025Article
- Harnessing Causality in Reinforcement Learning With Bagged Decision Times.Proceedings of machine learning research · 2025Article
- A dynamic Bayesian network approach to modeling engagement and walking behavior: insights from a yearlong micro-randomized trial (Health psychology and behavioral medicine · 2025Article
- Designing digital health interventions with causal inference and multi-armed bandits: a review.Frontiers in digital health · 2025Review
- Realizing the potential of mobile interventions for education.NPJ science of learning · 2024Review
- Temporally Multi-Scale Sparse Self-Attention for Physical Activity Data Imputation.Proceedings of machine learning research · 2024Article
- A Physical Activity and Diet Just-in-Time Adaptive Intervention to Reduce Blood Pressure: The myBPmyLife Study Rationale and Design.Journal of the American Heart Association · 2024Article
- Optimization of a Transdiagnostic Mobile Emotion Regulation Intervention for University Students: Protocol for a Microrandomized Trial.JMIR research protocols · 2023Article
- Advancing Understanding of Just-in-Time States for Supporting Physical Activity (Project JustWalk JITAI): Protocol for a System ID Study of Just-in-Time Adaptive Interventions.JMIR research protocols · 2023Article
- Assessing the Impact of Context Inference Error and Partial Observability on RL Methods for Just-In-Time Adaptive Interventions.Proceedings of machine learning research · 2023Article
- Participant Engagement in Microrandomized Trials of mHealth Interventions: Scoping Review.JMIR mHealth and uHealth · 2023Article
- Microrandomized Trials: Developing Just-in-Time Adaptive Interventions for Better Public Health.American journal of public health · 2023Article
- BayesLDM: A Domain-specific Modeling Language for Probabilistic Modeling of Longitudinal Data....IEEE...International Conference on Connected Health: Applications, Systems and Engineering Technologies. IEEE International Conference on Connected Health: Applications, Systems and Engineering Technologies · 2022Article
- Broadened assessments, health education and cognitive aids in the remote memory clinic.Frontiers in public health · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
13 authors.
Donna Spruijt-MetzCenter for Economic and Social Research, Department of Psychology, University of Southern California, Los Angeles, CA 90089, USA.ORCID 0000-0002-3884-4300
Benjamin M MarlinManning College of Information and Computer Sciences, University of Massachusetts Amherst, Amherst, MA 01003, USA.ORCID 0000-0002-2626-3410
Misha PavelKhoury College of Computer Sciences, Northeastern University, Boston, MA 02115, USA.
Daniel E RiveraControl Systems Engineering Laboratory, School for Engineering of Matter, Transport, Energy, Arizona State University, Tempe, AZ 85287, USA.ORCID 0000-0002-3141-0577
Eric HeklerHerbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, CA 92093, USA.
Steven De La TorreDepartment of Population and Public Health Sciences, University of Southern California, Los Angeles, CA 90032, USA.ORCID 0000-0002-3303-8270
Mohamed El MistiriControl Systems Engineering Laboratory, School for Engineering of Matter, Transport, Energy, Arizona State University, Tempe, AZ 85287, USA.
Natalie M GolaszweskiHerbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, CA 92093, USA.ORCID 0000-0003-3524-0285
Cynthia LiDepartment of Population and Public Health Sciences, University of Southern California, Los Angeles, CA 90032, USA.ORCID 0000-0001-8983-5263
Rebecca Braga De BragancaDepartment of Population and Public Health Sciences, University of Southern California, Los Angeles, CA 90032, USA.
Karine TungManning College of Information and Computer Sciences, University of Massachusetts Amherst, Amherst, MA 01003, USA.
Rachael KhaControl Systems Engineering Laboratory, School for Engineering of Matter, Transport, Energy, Arizona State University, Tempe, AZ 85287, USA.
Predrag KlasnjaSchool of Information, University of Michigan, Ann Arbor, MI 48109, USA.ORCID 0000-0002-4570-703X
Funding
New York Regional Center for Diabetes Translation Research - Translational Intervention Methodology CoreP30DK111022 · NIDDK · ALBERT EINSTEIN COLLEGE OF MEDICINE, INC · PI JEFFREY GONZALEZ · 2016 to 2026
$7.8MOperationalizing Behavioral Theory for mHealth: Dynamics, Context, and PersonalizationU01CA229445 · NCI · UNIVERSITY OF SOUTHERN CALIFORNIA · PI KLASNJA, PREDRAG, MARLIN, BENJAMIN M. · 2018 to 2022
$2.1MNIDDK NIH HHS P30 DK111022NIH HHS U01CA229445
Abstract
PubMed holds no abstract for this paper.
Indexed as
Sedentary BehaviorTelemedicineAdultBehavior TherapyExerciseHealth BehaviorHumansRandomized Controlled Trials as Topicbehavioral healthdigital healthintensive longitudinal datamHealthMobile Healthnew technologiesphysical activitypsychosocial theoryreal-time interventions
Identifiers
What OpenQuestion holds
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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.