BMC digital healthPub Date : 2025-01-01Epub Date: 2025-04-15DOI: 10.1186/s44247-025-00151-x
Anthony J Wilson, Alexander J Parker, Gareth B Kitchen, Andrew Martin, Lukas Hughes-Noehrer, Mahesh Nirmalan, Niels Peek, Glen P Martin, Fiona C Thistlethwaite
{"title":"The completeness, accuracy and impact on alerts, of wearable vital signs monitoring in hospitalised patients.","authors":"Anthony J Wilson, Alexander J Parker, Gareth B Kitchen, Andrew Martin, Lukas Hughes-Noehrer, Mahesh Nirmalan, Niels Peek, Glen P Martin, Fiona C Thistlethwaite","doi":"10.1186/s44247-025-00151-x","DOIUrl":"https://doi.org/10.1186/s44247-025-00151-x","url":null,"abstract":"<p><strong>Background: </strong>Use of wearable vital signs sensors (WVSSs) to monitor hospitalised patients is growing but uncertainty exists about how such sensors should be adopted into existing practice. The aim of this observational study was to determine the completeness of data capture and accuracy of measurements recorded by a suite of WVSSs. The implications of using such measurements to derive early warning scores was also assessed.</p><p><strong>Methods: </strong>Adult inpatients with Covid-19 wore four WVSSs recording heart rate/respiratory rate (HR/RR), oxygen saturation (SpO<sub>2</sub>), axillary temperature and blood pressure (BP). Wearable vitals were paired with traditional vitals (measured by nurses) recorded concurrently. The accuracy of the wearable vitals was assessed using traditional vitals as the reference. National early warning (NEWS2) scores were calculated using wearable and traditional vitals.</p><p><strong>Results: </strong>Forty-eight patients were monitored for 204 days with the sensors. Median sensor wear was 3.9(IQR:1.7-5.9), 3.9(IQR:1.6-5.9) and 3.8(IQR:0.9-5.9) days for HR/RR, temperature and SpO<sub>2</sub> respectively. The BP cuff was worn for median 1.9(IQR:0.9-3.8) days in 33 patients. Length of hospital stay was 8(IQR:6-13) days. Completeness of data capture was 84% for HR/RR, 98% for temperature, 72% for SpO<sub>2</sub> and 36% for BP.There were 1633 HR, 1614 RR, 1412 temperature, 1294 SpO<sub>2</sub> and 59 BP wearable-traditional measurement pairs. 59.7% of HR pairs were within ± 5 bpm, 38.5% of RR pairs within ± 3breaths/min, 24.4% of temperature pairs within ± 0.3℃, 32.9% of SpO<sub>2</sub> pairs within ± 2% and 39.0% of BP pairs within ± 10 mmHg. Agreement between wearable and traditional RRs was poor at high RRs.In a ward setting, 613 NEWS2 scores were calculated using wearable-traditional HR, RR, temperature and SpO<sub>2</sub> pairs. The median NEWS2<sub>traditional</sub> was 1(IQR:1-2) and the median NEWS2<sub>wearable</sub> was 4(IQR:3-6). Using traditional NEWS2 alerts as a reference, 86% (225/262) of wearable NEWS2 5 + alerts and 89% (82/92) of wearable NEWS2 7 + alerts were false positives.</p><p><strong>Conclusions: </strong>Agreement between vital signs recorded by wearable sensors and concurrent traditional vitals is poor. In this context, data from wearable sensors should not be used in existing track and trigger systems.</p><p><strong>Trial registration: </strong>The COSMIC-19 study was registered with clinicaltrials.gov (registration: NCT04581031, date of registration: Oct 6th 2020).</p><p><strong>Supplementary information: </strong>The online version contains supplementary material available at 10.1186/s44247-025-00151-x.</p>","PeriodicalId":72426,"journal":{"name":"BMC digital health","volume":"3 1","pages":"13"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11997001/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144031485","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Marius Lyng Danielsson, Roya Doshmanziari, Berit Brurok, M. Wouda, J. Baumgart
{"title":"Potential sources of inaccuracy in the Apple watch series 4 energy expenditure estimation algorithm during wheelchair propulsion","authors":"Marius Lyng Danielsson, Roya Doshmanziari, Berit Brurok, M. Wouda, J. Baumgart","doi":"10.1186/s44247-024-00101-z","DOIUrl":"https://doi.org/10.1186/s44247-024-00101-z","url":null,"abstract":"","PeriodicalId":72426,"journal":{"name":"BMC digital health","volume":"12 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141801601","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"From an idea to the marketplace: identifying and addressing ethical and regulatory considerations across the digital health product-development lifecycle","authors":"E. Largent, Jason Karlawish, Anna Wexler","doi":"10.1186/s44247-024-00098-5","DOIUrl":"https://doi.org/10.1186/s44247-024-00098-5","url":null,"abstract":"","PeriodicalId":72426,"journal":{"name":"BMC digital health","volume":"47 9","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141805081","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Mohammadhossein Kardan, Andres Jung, Mehvish Iqbal, Saeed Keshtkar, W. Geidl, Klaus Pfeifer
{"title":"Efficacy of digital interventions on physical activity promotion in individuals with noncommunicable diseases: an overview of systematic reviews","authors":"Mohammadhossein Kardan, Andres Jung, Mehvish Iqbal, Saeed Keshtkar, W. Geidl, Klaus Pfeifer","doi":"10.1186/s44247-024-00097-6","DOIUrl":"https://doi.org/10.1186/s44247-024-00097-6","url":null,"abstract":"","PeriodicalId":72426,"journal":{"name":"BMC digital health","volume":"2 3","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141814209","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Software symptomcheckR: an R package for analyzing and visualizing symptom checker triage performance","authors":"Marvin Kopka, Markus A. Feufel","doi":"10.1186/s44247-024-00096-7","DOIUrl":"https://doi.org/10.1186/s44247-024-00096-7","url":null,"abstract":"","PeriodicalId":72426,"journal":{"name":"BMC digital health","volume":"33 23","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141815432","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Introduction and content analysis of \"Nurse's voice\" WhatsApp group during COVID-19 pandemic: a qualitative study","authors":"Maryam Nekoolaltak, Alireza Nikbakht Nasrabadi, Nasim Hatefimoadab","doi":"10.1186/s44247-024-00095-8","DOIUrl":"https://doi.org/10.1186/s44247-024-00095-8","url":null,"abstract":"","PeriodicalId":72426,"journal":{"name":"BMC digital health","volume":" 38","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141827354","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Renée E Klein Schaarsberg, Levi van Dam, Guy A. M. Widdershoven, Ramón J L Lindauer, Arne Popma
{"title":"Ethnic representation within virtual reality: a co-design study in a forensic youth care setting","authors":"Renée E Klein Schaarsberg, Levi van Dam, Guy A. M. Widdershoven, Ramón J L Lindauer, Arne Popma","doi":"10.1186/s44247-024-00081-0","DOIUrl":"https://doi.org/10.1186/s44247-024-00081-0","url":null,"abstract":"","PeriodicalId":72426,"journal":{"name":"BMC digital health","volume":"82 19","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141123019","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Perspectives on the use of Virtual Reality within a public hospital setting: surveying knowledge, attitudes, and perceived utility among health care professionals","authors":"C. Shiner, Gabrielle Croker, John McGhee, S. Faux","doi":"10.1186/s44247-024-00076-x","DOIUrl":"https://doi.org/10.1186/s44247-024-00076-x","url":null,"abstract":"","PeriodicalId":72426,"journal":{"name":"BMC digital health","volume":"65 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140655485","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
C. L. van de Wouw, E. Bousché, M. M. J. van Schooneveld, J. M. P. Breur, H. P. Nijenhuis, H. Huygelier, T. C. W. Nijboer
{"title":"Playing for cognition: investigating the feasibility and user experience of a virtual reality serious game for cognitive assessment in children with congenital heart disease","authors":"C. L. van de Wouw, E. Bousché, M. M. J. van Schooneveld, J. M. P. Breur, H. P. Nijenhuis, H. Huygelier, T. C. W. Nijboer","doi":"10.1186/s44247-024-00075-y","DOIUrl":"https://doi.org/10.1186/s44247-024-00075-y","url":null,"abstract":"","PeriodicalId":72426,"journal":{"name":"BMC digital health","volume":" 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140690053","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Chronic pain healthcare workers’ challenges in pain management and receptiveness towards VR as an adjunct management tool: a qualitative study","authors":"Lydia Weiling Li, Tan Hui Yi, Nang Ei Ei Khaing","doi":"10.1186/s44247-024-00073-0","DOIUrl":"https://doi.org/10.1186/s44247-024-00073-0","url":null,"abstract":"","PeriodicalId":72426,"journal":{"name":"BMC digital health","volume":"285 S8","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140703954","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}