ReviewAmerican journal of lifestyle medicine
An Individualized, Data-Driven Digital Approach for Precision Behavior Change.
Review in American journal of lifestyle medicine. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 3 of them syntheses that pooled 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.
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
21 citing papers in PubMed, 3 syntheses or guidelines pooled it, 41 citations in OpenAlex.
- Best evidence summary of digital health interventions for self-management in patients with coronary artery disease.Frontiers in public health · 2026Pooled it
- Ecological momentary interventions for smoking cessation: a systematic review and meta-analysis.Social psychiatry and psychiatric epidemiology · 2023Pooled it
- Smartphone-Delivered Ecological Momentary Interventions Based on Ecological Momentary Assessments to Promote Health Behaviors: Systematic Review and Adapted Checklist for Reporting Ecological Momentary Assessment and Intervention Studies.JMIR mHealth and uHealth · 2021Pooled it
- Is Gamification the New Panacea for Health Behavioral Changes? Implications for the Health and Life Insurance Industry.JMIR serious games · 2026Article
- MOVE@NUS digital intervention cohort: protocol of a pilot study to promote healthy movement in university students.Journal of activity, sedentary and sleep behaviors · 2026Article
- Ecological brain: reframing the study of human behaviour and cognition.Royal Society open science · 2024Review
- Feasibility and Acceptability Evaluation of a Digital Therapeutic Program for Improving Cancer Prevention: A Quasi-experimental Pre-post Interventional Pilot Study.Journal of cancer education : the official journal of the American Association for Cancer Education · 2024Article
- Machine learning reveals heterogeneous associations between environmental factors and cardiometabolic diseases across polygenic risk scores.Communications medicine · 2024Article
- Does Personalized Mean Popular? A Content Analysis of Suicide Prevention Smartphone Applications.Current psychology (New Brunswick, N.J.) · 2024Article
- A Mobile Health Application Using Geolocation for Behavioral Activity Tracking.Sensors (Basel, Switzerland) · 2023Article
- Applying a Social Determinants of Health Framework to Guide Digital Innovations That Reduce Disparities in Chronic Disease.Psychosomatic medicine · 2023Review
- Discerning conversational context in online health communities for personalized digital behavior change solutions using Pragmatics to Reveal Intent in Social Media (PRISM) framework.Journal of biomedical informatics · 2023Article
- Article
- Expanding Personalized, Data-Driven Dermatology: Leveraging Digital Health Technology and Machine Learning to Improve Patient Outcomes.JID innovations : skin science from molecules to population health · 2022Review
- Designing Digital Health Technology to Support Patients Before and After Bariatric Surgery: Qualitative Study Exploring Patient Desires, Suggestions, and Reflections to Support Lifestyle Behavior Change.JMIR human factors · 2022Article
- Intensive Longitudinal Data Collection Using Microinteraction Ecological Momentary Assessment: Pilot and Preliminary Results.JMIR formative research · 2022Article
- Review
- Understanding Adolescent and Young Adult 6-Mercaptopurine Adherence and mHealth Engagement During Cancer Treatment: Protocol for Ecological Momentary Assessment.JMIR research protocols · 2021Article
- Person-specific dose-finding for a digital messaging intervention to promote physical activity.Health psychology : official journal of the Division of Health Psychology, American Psychological Association · 2021Article
- Microrandomized Trial Design for Evaluating Just-in-Time Adaptive Interventions Through Mobile Health Technologies for Cardiovascular Disease.Circulation. Cardiovascular quality and outcomes · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors at 1 institution in 1 country.
Funding
Abstract
Chronic disease now affects approximately half of the US population, causes 7 in 10 deaths, and accounts for roughly 80% of US health care expenditure. Because the root causes of chronic diseases are largely behavioral, effective therapies require frequent, individualized interventions that extend beyond the hospital and clinic to reach patients in their day-to-day lives. However, a mismatch currently exists between what the health care system is equipped to provide and the interventions necessary to effectively address the chronic disease burden. To remedy this health crisis, we present an individualized, data-driven digital approach for chronic disease management and prevention through precision behavior change. The rapid growth of information, biological, and communication technologies makes this an opportune time to develop digital tools that deliver precision interventions for health behavior change to address the chronic disease crisis. Building on this rapid growth, we propose a framework that includes the precise targeting of risk-producing behaviors using real-time sensing technology, machine learning data analysis to identify the most effective intervention, and delivery of that intervention with health-reinforcing feedback to provide real-time, individualized support to empower sustainable health behavior change.
Indexed as
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What OpenQuestion holds
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.