ArticleAnnals of behavioral medicine : a publication of the Society of Behavioral Medicine2009
A behavior change model for internet interventions.
Article in Annals of behavioral medicine : a publication of the Society of Behavioral Medicine, 2009. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 285 papers, 17 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
285 citing papers in PubMed, 17 syntheses or guidelines pooled it.
- Pooled it
- The Use of Noncommercial Parent-Focused mHealth Interventions for Behavioral Problems in Youth: Systematic Review.JMIR mHealth and uHealth · 2024Pooled it
- Online Behavioral Parenting Interventions for Disruptive Behavioral Disorders: A PRISMA Based Systematic Review of Clinical Trials.Child psychiatry and human development · 2023Pooled it
- The Relation Between eHealth Literacy and Health-Related Behaviors: Systematic Review and Meta-analysis.Journal of medical Internet research · 2023Pooled it
- Design Features for Improving Mobile Health Intervention User Engagement: Systematic Review and Thematic Analysis.Journal of medical Internet research · 2020Pooled it
- Toward a Digital Platform for the Self-Management of Noncommunicable Disease: Systematic Review of Platform-Like Interventions.Journal of medical Internet research · 2020Pooled it
- Assessing the quality and communicative aspects of patient decision aids for early-stage breast cancer treatment: a systematic review.Breast cancer research and treatment · 2019Pooled it
- Adherence Reporting in Randomized Controlled Trials Examining Manualized Multisession Online Interventions: Systematic Review of Practices and Proposal for Reporting Standards.Journal of medical Internet research · 2019Pooled it
- Usability of Health Information Websites Designed for Adolescents: Systematic Review, Neurodevelopmental Model, and Design Brief.Journal of medical Internet research · 2019Pooled it
- Mobile phone applications to overcome malnutrition among preschoolers: a systematic review.BMC medical informatics and decision making · 2019Pooled it
- Psychological therapies (remotely delivered) for the management of chronic and recurrent pain in children and adolescents.The Cochrane database of systematic reviews · 2019Pooled it
- A systematic review of physical activity-based behaviour change interventions reaching men with prostate cancer.Journal of cancer survivorship : research and practice · 2018Pooled it
- Information Architecture of Web-Based Interventions to Improve Health Outcomes: Systematic Review.Journal of medical Internet research · 2018Pooled it
- Effectiveness of Internet-based interventions in managing chemotherapy-related symptoms in patients with cancer: a systematic literature review.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2018Pooled it
- Lifestyle interventions based on the diabetes prevention program delivered via eHealth: A systematic review and meta-analysis.Preventive medicine · 2017Pooled it
- Conceptualising engagement with digital behaviour change interventions: a systematic review using principles from critical interpretive synthesis.Translational behavioral medicine · 2017Pooled it
- Health Worker mHealth Utilization: A Systematic Review.Computers, informatics, nursing : CIN · 2016Pooled it
- Action Planning for Reducing Sugar-Sweetened Beverage Intake in Appalachian Adults: Longitudinal Process Evaluation of a Digital Behavioral Health Intervention.JMIR mHealth and uHealth · 2026Trial
- A Stepped Care Approach to Promoting Engagement in a Digital Health Intervention: Secondary Analysis of a Randomized Controlled Trial.Journal of medical Internet research · 2026Trial
- Digital Skin Cancer Risk Reduction Interventions for Young Adults: Findings from a Hybrid Type-II Effectiveness-Implementation Trial.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2025Trial
225 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
backgroundThe Internet has become a major component to health care and has important implications for the future of the health care system. One of the most notable aspects of the Web is its ability to provide efficient, interactive, and tailored content to the user. Given the wide reach and extensive capabilities of the Internet, researchers in behavioral medicine have been using it to develop and deliver interactive and comprehensive treatment programs with the ultimate goal of impacting patient behavior and reducing unwanted symptoms. To date, however, many of these interventions have not been grounded in theory or developed from behavior change models, and no overarching model to explain behavior change in Internet interventions has yet been published. PURPOSE: The purpose of this article is to propose a model to help guide future Internet intervention development and predict and explain behavior changes and symptom improvement produced by Internet interventions.
resultsThe model purports that effective Internet interventions produce (and maintain) behavior change and symptom improvement via nine nonlinear steps: the user, influenced by environmental factors, affects website use and adherence, which is influenced by support and website characteristics. Website use leads to behavior change and symptom improvement through various mechanisms of change. The improvements are sustained via treatment maintenance.
conclusionBy grounding Internet intervention research within a scientific framework, developers can plan feasible, informed, and testable Internet interventions, and this form of treatment will become more firmly established.
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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.