{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T18:47:11Z","timestamp":1782845231093,"version":"3.54.5"},"reference-count":36,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JMIR Cardio"],"abstract":"\n Background<\/jats:title>\n The key to reducing the immense morbidity and mortality burdens of cardiovascular diseases is to help people keep their blood pressure (BP) at safe levels. This requires that more people with hypertension be identified, diagnosed, and given tools to lower their BP. BP monitors are critical to hypertension diagnosis and management. However, there are characteristics of conventional BP monitors (oscillometric cuff sphygmomanometers) that hinder rapid and effective hypertension diagnosis and management. Calibration-free, software-only BP monitors that operate on ubiquitous mobile devices can enable on-demand BP monitoring, overcoming the hardware barriers of conventional BP monitors.<\/jats:p>\n <\/jats:sec>\n \n Objective<\/jats:title>\n This study aims to investigate the accuracy of a contactless BP monitor software app for classifying the full range of clinically relevant BPs as hypertensive or nonhypertensive and to evaluate its accuracy for measuring the pulse rate (PR) and BP of people with BPs relevant to stage-1 hypertension.<\/jats:p>\n <\/jats:sec>\n \n Methods<\/jats:title>\n The software app, known commercially as Lifelight, was investigated following the data collection and data analysis methodology outlined in International Organization for Standardization (ISO) 81060-2:2018\/AMD 1:2020 \u201cNon-invasive Sphygmomanometers\u2014Part 2: Clinical investigation of automated measurement type.\u201d This validation study was conducted by the independent laboratory Element Materials Technology Boulder (formerly Clinimark). The study generated data from 85 people aged 18-85 years with a wide-ranging distribution of BPs specified in ISO 81060-2:2018\/AMD 1:2020. At least 20% were required to have Fitzpatrick scale skin tones of 5 or 6 (ie, dark skin tones). The accuracy of the app\u2019s BP measurements was assessed by comparing its BP measurements with measurements made by dual-observer manual auscultation using the same-arm sequential method specified in ISO 81060-2:2018\/AMD 1:2020. The accuracy of the app\u2019s PR measurements was assessed by comparing its measurements with concurrent electroencephalography-derived heart rate values.<\/jats:p>\n <\/jats:sec>\n \n Results<\/jats:title>\n The app measured PR with an accuracy root-mean-square of 1.3 beats per minute and mean absolute error of 1.1 (SD 0.8) beats per minute. The sensitivity and specificity with which it determined that BPs exceeded the in-clinic systolic threshold for hypertension diagnosis were 70.1% and 71.7%, respectively. These rates are consistent with those reported for conventional BP monitors in a literature review by The National Institute for Health and Care Excellence. The app\u2019s mean error for measuring BP in the range of normotension and stage-1 hypertension (ie, 65\/85, 76% of participants) was 6.5 (SD 12.9) mm Hg for systolic BP and 0.4 (SD 10.6) mm Hg for diastolic BP. Mean absolute error was 11.3 (SD 10.0) mm Hg and 8.6 (SD 6.8) mm Hg, respectively.<\/jats:p>\n <\/jats:sec>\n \n Conclusions<\/jats:title>\n A calibration-free, software-only medical device was independently tested against ISO 81060-2:2018\/AMD 1:2020. The safety and performance demonstrated in this study suggest that this technique could be a potential solution for rapid and scalable screening and management of hypertension.<\/jats:p>\n <\/jats:sec>","DOI":"10.2196\/57241","type":"journal-article","created":{"date-parts":[[2024,7,2]],"date-time":"2024-07-02T14:38:36Z","timestamp":1719931116000},"page":"e57241","source":"Crossref","is-referenced-by-count":4,"title":["Contactless and Calibration-Free Blood Pressure and Pulse Rate Monitor for Screening and Monitoring of Hypertension: Cross-Sectional Validation Study"],"prefix":"10.2196","volume":"8","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1811-2401","authenticated-orcid":false,"given":"Melissa","family":"Kapoor","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-4224-0111","authenticated-orcid":false,"given":"Blair","family":"Holman","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0006-0706-894X","authenticated-orcid":false,"given":"Carolyn","family":"Cohen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2024,8,5]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.jacc.2020.11.010"},{"key":"ref2","unstructured":"EurostatCardiovascular diseases statisticseurostat20202024-02-08https:\/\/ec.europa.eu\/eurostat\/statistics-explained\/index.php?title=Cardiovascular_diseases_statistics#Deaths_from_cardiovascular_diseases"},{"key":"ref3","unstructured":"RaleighVJefferiesDWellingsDCardiovascular disease in EnglandThe King's Fund20222024-02-07https:\/\/www.kingsfund.org.uk\/sites\/default\/files\/2022-11\/CVD_Report_Web.pdf"},{"key":"ref4","unstructured":"Inequalities in mortality involving common physical health conditions, EnglandOffice for National Statistics20232024-02-07https:\/\/www.ons.gov.uk\/peoplepopulationandcommunity\/healthandsocialcare\/healthinequalities\/bulletins\/inequalitiesinmortalityinvolvingcommonphysicalhealthconditionsengland\/21march2021to31january2023"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2020.18150"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1161\/HYPERTENSIONAHA.119.14240"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(08)60655-8"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(16)30669-9"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.15585\/mmwr.mm6729a2"},{"key":"ref10","unstructured":"Risk factors for undiagnosed high blood pressure in EnglandOffice for National Statistics20232024-02-08https:\/\/www.ons.gov.uk\/peoplepopulationandcommunity\/healthandsocialcare\/healthandwellbeing\/articles\/riskfactorsforundiagnosedhighbloodpressureinengland\/2015to2019#:~:text=An%20estimated%2032%25%20of%20adults"},{"key":"ref11","unstructured":"Ambitions set to address major causes of cardiovascular diseasePublic Health England and NHS England2019https:\/\/www.gov.uk\/government\/news\/ambitions-set-to-address-major-causes-of-cardiovascular-disease"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-022-02158-7"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2020.14545"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1136\/openhrt-2020-001461"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pmed.1002389"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1038\/s41371-021-00511-w"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1093\/ajh\/hpx101"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1161\/CIR.0000000000001052"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.20452\/pamw.15272"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1038\/s41551-020-00640-6"},{"key":"ref21","unstructured":"Cell phone statistics 2024Consumer Affairs20232024-02-07https:\/\/www.consumeraffairs.com\/cell_phones\/cell-phone-statistics.html"},{"key":"ref22","unstructured":"TMT predictionsDeloitte20222024-02-07https:\/\/www2.deloitte.com\/content\/dam\/Deloitte\/in\/Documents\/technology-media-telecommunications\/in-TMT-predictions-2022-noexp.pdf"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/s42452-024-05848-8"},{"key":"ref24","year":"1993","journal-title":"American National Standard for Electronic or Automated Sphygmomanometers: ANSI\/AAMI SP10-1987"},{"key":"ref25","unstructured":"FDAPulse oximeters - 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