ArticleJMIR mHealth and uHealth2019
In-Home Cardiovascular Monitoring System for Heart Failure: Comparative Study.
Article in JMIR mHealth and uHealth, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04113057 (Role of Provider Feedback in Home-based Walking Programs Utilizing Smart Devices), which is not on this map. Cited by 24 papers, 1 of them a synthesis 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.
Role of Provider Feedback in Home-based Walking Programs Utilizing Smart Devices
Who cites it
24 citing papers in PubMed, 1 synthesis or guideline pooled it, 58 citations in OpenAlex.
- A Patient-Oriented App (ThessHF) to Improve Self-Care Quality in Heart Failure: From Evidence-Based Design to Pilot Study.JMIR mHealth and uHealth · 2021Pooled it
- The throne of health care: detection of cardiac arrhythmias on a toilet-seat.Clinical research in cardiology : official journal of the German Cardiac Society · 2026Article
- Utilization of an undergraduate emergency department research associate program for the screening and recruitment of research subjects with heart failure into a clinical study.Contemporary clinical trials communications · 2025Article
- Non-Intrusive Monitoring of Vital Signs in the Lower Limbs Using Optical Sensors.Sensors (Basel, Switzerland) · 2025Article
- Perceived Use Cases, Barriers, and Requirements for a Smart Health-Tracking Toilet Seat: Qualitative Focus Group Study.JMIR human factors · 2023Article
- Passive monitoring by smart toilets for precision health.Science translational medicine · 2023Review
- Non-invasive technologies for heart failure, systolic and diastolic dysfunction modeling: a scoping review.Frontiers in bioengineering and biotechnology · 2023Article
- Trends in Passive IoT Biomarker Monitoring and Machine Learning for Cardiovascular Disease Management in the U.S. Elderly Population.Advances in geriatric medicine and research · 2023Article
- The Novel Data Collection and Analytics Tools for Remote Patient Monitoring in Heart Failure (Nov-RPM-HF) Trial: Protocol for a Single-Center Prospective Trial.JMIR research protocols · 2022Article
- Smart toilets for monitoring COVID-19 surges: passive diagnostics and public health.NPJ digital medicine · 2022Article
- Passive longitudinal weight and cardiopulmonary monitoring in the home bed.Scientific reports · 2021Article
- Zero-Effort Ambient Heart Rate Monitoring Using Ballistocardiography Detected Through a Seat Cushion: Prototype Development and Preliminary Study.JMIR rehabilitation and assistive technologies · 2021Article
- Design and evaluation of a novel approach to invisible electrocardiography (ECG) in sanitary facilities using polymeric electrodes.Scientific reports · 2021Article
- The Future of Telemedicine in the Management of Heart Failure Patients.Cardiac failure review · 2021Review
- Remote Patient Monitoring in Heart Failure: Factors for Clinical Efficacy.International journal of heart failure · 2021Review
- Use of Ballistocardiography to Monitor Cardiovascular Hemodynamics in Preeclampsia.Women's health reports (New Rochelle, N.Y.) · 2021Article
- A New Approach for Detecting Sleep Apnea Using a Contactless Bed Sensor: Comparison Study.Journal of medical Internet research · 2020Article
- Retracted: Treatment of Left Ventricular Circulation Disorder: Application of Echocardiography Information Data Monitoring.JMIR medical informatics · 2020Article
- Classification of Decompensated Heart Failure From Clinical and Home Ballistocardiography.IEEE transactions on bio-medical engineering · 2020Article
- Excavating the Personal Genome: The Good Biocitizen in the Age of Precision Health.The Hastings Center report · 2020Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThere is a pressing need to reduce the hospitalization rate of heart failure patients to limit rising health care costs and improve outcomes. Tracking physiologic changes to detect early deterioration in the home has the potential to reduce hospitalization rates through early intervention. However, classical approaches to in-home monitoring have had limited success, with patient adherence cited as a major barrier. This work presents a toilet seat-based cardiovascular monitoring system that has the potential to address low patient adherence as it does not require any change in habit or behavior.
objectiveThe objective of this work was to demonstrate that a toilet seat-based cardiovascular monitoring system with an integrated electrocardiogram, ballistocardiogram, and photoplethysmogram is capable of clinical-grade measurements of systolic and diastolic blood pressure, stroke volume, and peripheral blood oxygenation.
methodsThe toilet seat-based estimates of blood pressure and peripheral blood oxygenation were compared to a hospital-grade vital signs monitor for 18 subjects over an 8-week period. The estimated stroke volume was validated on 38 normative subjects and 111 subjects undergoing a standard echocardiogram at a hospital clinic for any underlying condition, including heart failure.
resultsClinical grade accuracy was achieved for all of the seat measurements when compared to their respective gold standards. The accuracy of diastolic blood pressure and systolic blood pressure is 1.2 (SD 6.0) mm Hg (N=112) and -2.7 (SD 6.6) mm Hg (N=89), respectively. Stroke volume has an accuracy of -2.5 (SD 15.5) mL (N=149) compared to an echocardiogram gold standard. Peripheral blood oxygenation had an RMS error of 2.3% (N=91).
conclusionsA toilet seat-based cardiovascular monitoring system has been successfully demonstrated with blood pressure, stroke volume, and blood oxygenation accuracy consistent with gold standard measures. This system will be uniquely positioned to capture trend data in the home that has been previously unattainable. Demonstration of the clinical benefit of the technology requires additional algorithm development and future clinical trials, including those targeting a reduction in heart failure hospitalizations.
Indexed as
Identifiers
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.