ArticleJMIR research protocols2018
Connecting Smartphone and Wearable Fitness Tracker Data with a Nationally Used Electronic Health Record System for Diabetes Education to Facilitate Behavioral Goal Monitoring in Diabetes Care: Protocol for a Pragmatic Multi-Site Randomized Trial.
Article in JMIR research protocols, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT02664233 (Connecting Smartphones With Electronic Health Record to Facilitate Behavioral Goal Monitoring in Diabetes Care), which is not on this map. Cited by 14 papers.
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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.
Connecting Smartphones With Electronic Health Record to Facilitate Behavioral Goal Monitoring in Diabetes Care
Who cites it
14 citing papers in PubMed.
- Diabetes Care and Education: A Look Backward and Forward.TouchREVIEWS in endocrinology · 2025Review
- Performance of algorithms using wrist temperature for retrospective ovulation day estimate and next menses start day prediction: a prospective cohort study.Human reproduction (Oxford, England) · 2025Observational
- Federated multimodal AI for precision-equitable diabetes care.Frontiers in digital health · 2025Review
- Survey of Transfer Learning Approaches in the Machine Learning of Digital Health Sensing Data.Journal of personalized medicine · 2023Review
- Community Health Worker-Led mHealth-Enabled Diabetes Self-management Education and Support Intervention in Rural Latino Adults: Single-Arm Feasibility Trial.JMIR diabetes · 2022Article
- Technology-based interventions for nursing home residents: a systematic review protocol.BMJ open · 2021Article
- Health-Related Goal Setting and Achievement Among Veterans with High Technology Adoption.Journal of general internal medicine · 2021Article
- Development and Validation of a Useful Taxonomy of Patient Portals Based on Characteristics of Patient Engagement.Methods of information in medicine · 2021Article
- Technology-Based Interventions for Nursing Home Residents: Implications for Nursing Home Practice Amid and Beyond the Influence of COVID-19: A Systematic Review Protocol.Research square · 2020Article
- The Extent and Coverage of Current Knowledge of Connected Health: Systematic Mapping Study.Journal of medical Internet research · 2019Review
- Applying a User-Centered Approach to Building a Mobile Personal Health Record App: Development and Usability Study.JMIR mHealth and uHealth · 2019Article
- Diabetes Educators' Insights Regarding Connecting Mobile Phone- and Wearable Tracker-Collected Self-Monitoring Information to a Nationally-Used Electronic Health Record System for Diabetes Education: Descriptive Qualitative Study.JMIR mHealth and uHealth · 2018Article
- Review
- Models of collaboration and dissemination for nursing informatics innovations in the 21st century.Nursing outlookArticle
Corrections and comments
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Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundMobile and wearable technology have been shown to be effective in improving diabetes self-management; however, integrating data from these technologies into clinical diabetes care to facilitate behavioral goal monitoring has not been explored.
objectiveThe objective of this paper is to report on a study protocol for a pragmatic multi-site trial along with the intervention components, including the detailed connected health interface. This interface was developed to integrate patient self-monitoring data collected from a wearable fitness tracker and its companion smartphone app to an electronic health record system for diabetes self-management education and support (DSMES) to facilitate behavioral goal monitoring.
methodsA 3-month multi-site pragmatic clinical trial was conducted with eligible patients with diabetes mellitus from DSMES programs. The Chronicle Diabetes system is currently freely available to diabetes educators through American Diabetes Association-recognized DSMES programs to set patient nutrition and physical activity goals. To integrate the goal-setting and self-monitoring intervention into the DSMES process, a connected interface in the Chronicle Diabetes system was developed. With the connected interface, patient self-monitoring information collected from smartphones and wearable fitness trackers can facilitate educators' monitoring of patients' adherence to their goals. Feasibility outcomes of the 3-month trial included hemoglobin A
resultsAn interface designed to connect data from a wearable fitness tracker with a companion smartphone app for nutrition and physical activity self-monitoring into a diabetes education electronic health record system was successfully developed to enable diabetes educators to facilitate goal setting and monitoring. A total of 60 eligible patients with type 2 diabetes mellitus were randomized into either group 1) standard diabetes education or 2) standard education enhanced with the connected system. Data collection for the 3-month pragmatic trial is completed. Data analysis is in progress.
conclusionsIf results of the pragmatic multi-site clinical trial show preliminary efficacy and usability of the connected system, a large-scale implementation trial will be conducted.
trial registrationClinicalTrials.gov NCT02664233; https://clinicaltrials.gov/ct2/show/NCT02664233 (Archived by WebCite at http://www.webcitation.org/6yDEwXHo5).
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