ReviewJournal of medical Internet research2014
The behavioral intervention technology model: an integrated conceptual and technological framework for eHealth and mHealth interventions.
Review in Journal of medical Internet research, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04812665 (Feasibility Study of Digital Health for Caregivers Emotional and Self-management Support of Children Receiving Growth Hormone Treatment), which is not on this map. Cited by 277 papers, 15 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.
Feasibility Study of Digital Health for Caregivers Emotional and Self-management Support of Children Receiving Growth Hormone Treatment
Who cites it
277 citing papers in PubMed, 15 syntheses or guidelines pooled it, 533 citations in OpenAlex.
- Effects of Telerehabilitation With Exercise as the Core Component on Peak Oxygen Uptake and Blood Pressure in Patients With Cardiovascular Disease: Systematic Review and Meta-Analysis.Journal of medical Internet research · 2026Pooled it
- The effectiveness of mobile app-based interventions in facilitating behaviour change towards healthier and more sustainable diets: a systematic review and meta-analysis.The international journal of behavioral nutrition and physical activity · 2025Pooled it
- Toward Human-Centered Artificial Intelligence for Users' Digital Well-Being: Systematic Review, Synthesis, and Future Directions.JMIR human factors · 2025Pooled it
- Conversational Agents Supporting Self-Management in People With a Chronic Disease: Systematic Review.Journal of medical Internet research · 2025Pooled it
- A systematic review of technology-infused physical activity interventions in K-12 school settings: effectiveness, roles, and implementation strategies.The international journal of behavioral nutrition and physical activity · 2025Pooled it
- Engagement in Digital Self-management Interventions for Chronic Pain: A Systematic Review.The Clinical journal of pain · 2025Pooled it
- What's behind the Dashboard? Intervention Mapping of a Mobility Outcomes Monitoring System for Rehabilitation.International journal of environmental research and public health · 2022Pooled it
- The Effectiveness of Wearable Devices as Physical Activity Interventions for Preventing and Treating Obesity in Children and Adolescents: Systematic Review and Meta-analysis.JMIR mHealth and uHealth · 2022Pooled it
- Applying the Electronic Health Literacy Lens: Systematic Review of Electronic Health Interventions Targeted at Socially Disadvantaged Groups.Journal of medical Internet research · 2020Pooled it
- Extensive Review of Persuasive System Design Categories and Principles: Behavioral Obesity Interventions.Journal of medical systems · 2020Pooled it
- The Effectiveness of Electronic Health Interventions for Promoting HIV-Preventive Behaviors Among Men Who Have Sex With Men: Meta-Analysis Based on an Integrative Framework of Design and Implementation Features.Journal of medical Internet research · 2020Pooled it
- Mobile phone applications to overcome malnutrition among preschoolers: a systematic review.BMC medical informatics and decision making · 2019Pooled it
- A Systematic Review of Behavioral Intervention Technologies for Youth With Chronic Health Conditions and Physical and Intellectual Disabilities: Implications for Adolescents and Young Adults With Spina Bifida.Journal of pediatric psychology · 2019Pooled it
- Mobile Digital Education for Health Professions: Systematic Review and Meta-Analysis by the Digital Health Education Collaboration.Journal of medical Internet research · 2019Pooled it
- Mobile Health Interventions for Self-Control of Unhealthy Alcohol Use: Systematic Review.JMIR mHealth and uHealth · 2019Pooled it
- Effects, Acceptability, and Use of a Dynamically Tailored Mobile What Do You Drink Intervention to Reduce Excessive Drinking Among Adolescents and Young Adults in the Netherlands: Randomized Controlled Trial.JMIR mHealth and uHealth · 2026Trial
- Effect of a Cognitive Behavioral Therapy-Based AI Chatbot on Depression and Loneliness in Chinese University Students: Randomized Controlled Trial With Financial Stress Moderation.JMIR mHealth and uHealth · 2025Trial
- A Mobile App-Based Gratitude Intervention's Effect on Mental Well-Being in University Students: Randomized Controlled Trial.JMIR mHealth and uHealth · 2025Trial
- Enhanced control of periodontitis by an artificial intelligence-enabled multimodal-sensing toothbrush and targeted mHealth micromessages: A randomized trial.Journal of clinical periodontology · 2024Trial
- Behaviour change intervention (education and text) to prevent dental caries in secondary school pupils: BRIGHT RCT, process and economic evaluation.Health technology assessment (Winchester, England) · 2024Trial
217 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
5 authors at 4 institutions in 2 countries.
Funding
Abstract
A growing number of investigators have commented on the lack of models to inform the design of behavioral intervention technologies (BITs). BITs, which include a subset of mHealth and eHealth interventions, employ a broad range of technologies, such as mobile phones, the Web, and sensors, to support users in changing behaviors and cognitions related to health, mental health, and wellness. We propose a model that conceptually defines BITs, from the clinical aim to the technological delivery framework. The BIT model defines both the conceptual and technological architecture of a BIT. Conceptually, a BIT model should answer the questions why, what, how (conceptual and technical), and when. While BITs generally have a larger treatment goal, such goals generally consist of smaller intervention aims (the "why") such as promotion or reduction of specific behaviors, and behavior change strategies (the conceptual "how"), such as education, goal setting, and monitoring. Behavior change strategies are instantiated with specific intervention components or "elements" (the "what"). The characteristics of intervention elements may be further defined or modified (the technical "how") to meet the needs, capabilities, and preferences of a user. Finally, many BITs require specification of a workflow that defines when an intervention component will be delivered. The BIT model includes a technological framework (BIT-Tech) that can integrate and implement the intervention elements, characteristics, and workflow to deliver the entire BIT to users over time. This implementation may be either predefined or include adaptive systems that can tailor the intervention based on data from the user and the user's environment. The BIT model provides a step towards formalizing the translation of developer aims into intervention components, larger treatments, and methods of delivery in a manner that supports research and communication between investigators on how to design, develop, and deploy BITs.
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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.