Trial reportJournal of medical Internet research2011
Engagement in a diabetes self-management website: usage patterns and generalizability of program use.
Trial report in Journal of medical Internet research, 2011. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT00987285 (Linking Self-Management and Primary Care for Diabetes), which is not on this map. Cited by 140 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.
Linking Self-Management and Primary Care for Diabetes
Who cites it
140 citing papers in PubMed, 15 syntheses or guidelines pooled it.
- Assessing the Effectiveness of Digital Health Behavior Strategies on Type 2 Diabetes Management: Systematic Review and Network Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- Web-Based Interventions for Dietary Behavior in Adults With Type 2 Diabetes: Systematic Review of Randomized Controlled Trials.Journal of medical Internet research · 2020Pooled it
- Understanding Self-Guided Web-Based Educational Interventions for Patients With Chronic Health Conditions: Systematic Review of Intervention Features and Adherence.Journal of medical Internet research · 2020Pooled it
- Electronic Systems for Patients to Report and Manage Side Effects of Cancer Treatment: Systematic Review.Journal of medical Internet research · 2019Pooled it
- Converging and diverging needs between patients and providers who are collecting and using patient-generated health data: an integrative review.Journal of the American Medical Informatics Association : JAMIA · 2018Pooled it
- Conceptualising engagement with digital behaviour change interventions: a systematic review using principles from critical interpretive synthesis.Translational behavioral medicine · 2017Pooled it
- Pooled it
- Automated telephone communication systems for preventive healthcare and management of long-term conditions.The Cochrane database of systematic reviews · 2016Pooled it
- Fidelity to and comparative results across behavioral interventions evaluated through the RE-AIM framework: a systematic review.Systematic reviews · 2015Pooled it
- Psychosocial factors and theory in physical activity studies in minorities.American journal of health behavior · 2015Pooled it
- Culturally appropriate health education for people in ethnic minority groups with type 2 diabetes mellitus.The Cochrane database of systematic reviews · 2014Pooled it
- Use of behavioral change techniques in web-based self-management programs for type 2 diabetes patients: systematic review.Journal of medical Internet research · 2013Pooled it
- Web 2.0 chronic disease self-management for older adults: a systematic review.Journal of medical Internet research · 2013Pooled it
- Persuasive system design does matter: a systematic review of adherence to web-based interventions.Journal of medical Internet research · 2012Pooled it
- Internet interventions to support lifestyle modification for diabetes management: a systematic review of the evidence.Journal of diabetes and its complicationsPooled it
- Use, Usability, and Experience Testing of a Digital Health Intervention to Support Chronic Kidney Disease Self-Management: Mixed Methods Study.Journal of medical Internet research · 2025Trial
- Studying the Digital Intervention Engagement-Mediated Relationship Between Intrapersonal Measures and Pre-Exposure Prophylaxis Adherence in Sexual and Gender Minority Youth: Secondary Analysis of a Randomized Controlled Trial.Journal of medical Internet research · 2025Trial
- Diabetes-specific family functioning typology associated with intervention engagement and effects: secondary analyses from a randomized controlled trial.Annals of behavioral medicine : a publication of the Society of Behavioral Medicine · 2025Trial
- Trial
- Experiences of using a digital type 2 diabetes prevention application designed to support women with previous gestational diabetes.BMC health services research · 2021Trial
80 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
Abstract
backgroundIncreased access to the Internet and the availability of efficacious eHealth interventions offer great promise for assisting adults with diabetes to change and maintain health behaviors. A key concern is whether levels of engagement in Internet programs are sufficient to promote and sustain behavior change.
objectiveThis paper used automated data from an ongoing Internet-based diabetes self-management intervention study to calculate various indices of website engagement. The multimedia website involved goal setting, action planning, and self-monitoring as well as offering features such as "Ask an Expert" to enhance healthy eating, physical activity, and medication adherence. We also investigated participant characteristics associated with website engagement and the relationship between website use and 4-month behavioral and health outcomes.
methodsWe report on participants in a randomized controlled trial (RCT) who were randomized to receive (1) the website alone (n = 137) or (2) the website plus human support (n = 133) that included additional phone calls and group meetings. The website was available in English and Spanish and included features to enhance engagement and user experience. A number of engagement variables were calculated for each participant including number of log-ins, number of website components visited at least twice, number of days entering self-monitoring data, number of visits to the "Action Plan" section, and time on the website. Key outcomes included exercise, healthy eating, and medication adherence as well as body mass index (BMI) and biological variables related to cardiovascular disease risk.
resultsOf the 270 intervention participants, the average age was 60, the average BMI was 34.9 kg/m², 130 (48%) were female, and 62 (23%) self-reported Latino ethnicity. The number of participant visits to the website over 4 months ranged from 1 to 119 (mean 28 visits, median 18). Usage decreased from 70% of participants visiting at least weekly during the first 6 weeks to 47% during weeks 7 to 16. There were no significant differences between website only and website plus support conditions on most of the engagement variables. In total, 75% of participants entered self-monitoring data at least once per week. Exercise action plan pages were visited more often than medication taking and healthy eating pages (mean of 4.3 visits vs 2.8 and 2.0 respectively, P < .001). Spearman nonparametric correlations indicated few significant associations between patient characteristics and summary website engagement variables, and key factors such as ethnicity, baseline computer use, age, health literacy, and education were not related to use. Partial correlations indicated that engagement, especially in self-monitoring, was most consistently related to improvement in healthy eating (r = .20, P = .04) and reduction of dietary fat (r = -.31, P = .001). There was also a significant correlation between self-monitoring and improvement in exercise (r = .20, P = .033) but not with medication taking.
conclusionsParticipants visited the website fairly often and used all of the theoretically important sections, but engagement decreased over 4 months. Usage rates and patterns were similar for a wide range of participants, which has encouraging implications for the potential reach of online interventions.
trial registrationNCT00987285; http://clinicaltrials.gov/show/NCT00987285 (Archived by WebCite at http://www.webcitation.org/5vpe4RHTV).
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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 Socratic graph.