ArticleScientific reports2023
Clinical validation of a contactless respiration rate monitor.
Article in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 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.
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Who cites it
17 citing papers in PubMed.
- Validation of the Sleepiz One + as a radar-based sensor for contactless diagnosis of sleep apnea.Sleep & breathing = Schlaf & Atmung · 2024Trial
- Long-term night-to-night variability of sleep-disordered breathing using a radar-based home sleep apnea test: a prospective cohort study.Journal of clinical sleep medicine : JCSM : official publication of the American Academy of Sleep Medicine · 2024Trial
- Non-contact lung disease classification via orthogonal frequency division multiplexing-based passive 6G integrated sensing and communication.Communications medicine · 2026Article
- Radar Multiple Bin Selection for Breathing and Heart Rate Monitoring in Acute Stroke Patients in a Clinical Setting.Sensors (Basel, Switzerland) · 2025Article
- Home-based sleep monitoring using a novel non-contact, radar-based biomotion sensor in adults with cystic fibrosis treated with elexacaftor/tezacaftor/ivacaftor.Sleep & breathing = Schlaf & Atmung · 2025Observational
- At-home validation of a non-contact, radar-based breathing monitor for long-term care of patients with respiratory diseases: A proof-of-concept study.Pneumologie (Stuttgart, Germany) · 2025Article
- Combined optical-electromechanical wearable sensors for cardiac health monitoring.Journal of biomedical optics · 2025Article
- Diagnostic performance of a doppler radar-based sleep apnoea testing device.BMC pulmonary medicine · 2025Observational
- Utility of a Card-Type Respiratory Rate Measuring Device for Spontaneously Breathing Patients.Diagnostics (Basel, Switzerland) · 2025Article
- Contactless Sleep Monitoring for the Detection of Exacerbations in People With Chronic Obstructive Pulmonary Disease: Protocol for a Longitudinal Observational Study.JMIR research protocols · 2025Article
- Feasibility study of the use of a wearable vital sign patch in an intensive care unit setting.Journal of clinical monitoring and computing · 2025Article
- Smart furniture using radar technology for cardiac health monitoring.Scientific reports · 2025Article
- Validation and user experience of a dry electrode based Health Patch for heart rate and respiration rate monitoring.Scientific reports · 2024Article
- A Guide to Measuring Heart and Respiratory Rates Based on Off-the-Shelf Photoplethysmographic Hardware and Open-Source Software.Sensors (Basel, Switzerland) · 2024Article
- Respiratory rate: The third vital sign.Journal of the American College of Emergency Physicians open · 2024Article
- Aluminum Nitride Thin Film Piezoelectric Pressure Sensor for Respiratory Rate Detection.Sensors (Basel, Switzerland) · 2024Article
- Putting Theory into Practice by Developing a Novel Digital Health Technology-Derived Endpoint in Sleep Quality.Digital biomarkersArticle
Corrections and comments
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Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Respiratory rate (RR) is an often underestimated and underreported vital sign with tremendous clinical value. As a predictor of cardiopulmonary arrest, chronic obstructive pulmonary disease (COPD) exacerbation or indicator of health state for example in COVID-19 patients, respiratory rate could be especially valuable in remote long-term patient monitoring, which is challenging to implement. Contactless devices for home use aim to overcome these challenges. In this study, the contactless Sleepiz One+ respiration monitor for home use during sleep was validated against the thoracic effort belt. The agreement of instantaneous breathing rate and breathing rate statistics between the Sleepiz One+ device and the thoracic effort belt was initially evaluated during a 20-min sleep window under controlled conditions (no body movement) on a cohort of 19 participants and secondly in a more natural setting (uncontrolled for body movement) during a whole night on a cohort of 139 participants. Excellent agreement was shown for instantaneous breathing rate to be within 3 breaths per minute (Brpm) compared to thoracic effort band with an accuracy of 100% and mean absolute error (MAE) of 0.39 Brpm for the setting controlled for movement, and an accuracy of 99.5% with a MAE of 0.48 Brpm for the whole night measurement, respectively. Excellent agreement was also achieved for the respiratory rate statistics over the whole night with absolute errors of 0.43, 0.39 and 0.67 Brpm for the 10th, 50th and 90th percentiles, respectively. Based on these results we conclude that the Sleepiz One+ can estimate instantaneous respiratory rate and its summary statistics at high accuracy in a clinical setting. Further studies are required to evaluate the performance in the home environment, however, it is expected that the performance is at similar level, as the measurement conditions for the Sleepiz One+ device are better at home than in a clinical setting.
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