ArticleJournal of the American Medical Informatics Association : JAMIA2018
Evaluating utility and compliance in a patient-based eHealth study using continuous-time heart rate and activity trackers.
Article in Journal of the American Medical Informatics Association : JAMIA, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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Who cites it
23 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Accuracy and Acceptability of Wrist-Wearable Activity-Tracking Devices: Systematic Review of the Literature.Journal of medical Internet research · 2022Pooled it
- Physical Activity Monitoring in Adolescents and Young Adults With Cancer: Observational Feasibility Study.JMIR cancer · 2026Observational
- Association between objectively measured physical activity and maternal stool microbiota during pregnancy: results from a preliminary investigation.Frontiers in cellular and infection microbiology · 2026Article
- Using Fitness Tracker Data to Overcome Pressure Insole Wear Time Challenges for Remote Musculoskeletal Monitoring.Sensors (Basel, Switzerland) · 2024Article
- The willingness to continue using wearable devices among the elderly: SEM and FsQCA analysis.BMC medical informatics and decision making · 2023Article
- Machine Learning Approaches to Classify Self-Reported Rheumatoid Arthritis Health Scores Using Activity Tracker Data: Longitudinal Observational Study.JMIR formative research · 2023Article
- The Use of Digital Health Services Among Patients and Citizens Living at Home: Scoping Review.Journal of medical Internet research · 2023Article
- Sex-based differences in remote monitoring of biometric, psychometric and biomarker indices in stable ischemic heart disease.Biology of sex differences · 2022Article
- Moth-Flame Optimization for Early Prediction of Heart Diseases.Computational and mathematical methods in medicine · 2022Article
- Five-year pediatric use of a digital wearable fitness device: lessons from a pilot case study.JAMIA open · 2021Article
- Feasibility of a Wearable-Based Physical Activity Goal-Setting Intervention Among Individuals With Anterior Cruciate Ligament Reconstruction.Journal of athletic training · 2021Article
- Biometric and Psychometric Remote Monitoring and Cardiovascular Risk Biomarkers in Ischemic Heart Disease.Journal of the American Heart Association · 2020Article
- A Machine Learning Approach to Classifying Self-Reported Health Status in a Cohort of Patients With Heart Disease Using Activity Tracker Data.IEEE journal of biomedical and health informatics · 2020Article
- Integrating remote monitoring into heart failure patients' care regimen: A pilot study.PloS one · 2020Article
- Aggregating multiple real-world data sources using a patient-centered health-data-sharing platform.NPJ digital medicine · 2020Article
- Deep learning approaches for plethysmography signal quality assessment in the presence of atrial fibrillation.Physiological measurement · 2019Article
- Effects of Physical Self-Concept, Emotional Isolation, and Family Functioning on Attitudes towards Physical Education in Adolescents: Structural Equation Analysis.International journal of environmental research and public health · 2019Article
- Assessment of Heart Failure Patients' Interest in Mobile Health Apps for Self-Care: Survey Study.JMIR cardio · 2019Article
- Precision Medicine: Role of Proteomics in Changing Clinical Management and Care.Journal of proteome research · 2019Article
- A protocol integrating remote patient monitoring patient reported outcomes and cardiovascular biomarkers.NPJ digital medicine · 2019Article
Corrections and comments
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Authors and funding
10 authors.
Funding
Abstract
Telemedicine has been used to remotely diagnose and treat patients, yet previously applied telemonitoring approaches have been fraught with adherence issues. The primary goal of this study was to evaluate the adherence rates using a consumer-grade continuous-time heart rate and activity tracker in a mid-risk cardiovascular patient population. As a secondary analysis, we show the ability to utilize the information provided by this device to identify information about a patient's state by correlating tracker information with patient-reported outcome survey scores. We showed that using continuous-time activity trackers with heart rate monitors can be effective in a telemonitoring application, as patients had a high level of adherence (90.0% median usage) and low attrition (0.09% decrease per day) over a 90-day period. Furthermore, data collected correlated significantly with clinically relevant patient surveys (r2=0.15 for PROMIS global health scores, p < .00001), and therefore might provide an effective signal for identifying patients in need of intervention.
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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.