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A Digital Platform for Remote Healthcare Monitoring

Published: 20 April 2020 Publication History

Abstract

We describe a digital platform developed in collaboration with clinicians and user groups to provide remote healthcare monitoring and support in a dementia care application. The platform uses data from sensory devices that are deployed in participants’ homes and utilises a set machine learning and analytical algorithms to identify risks of adverse health conditions such as Urinary Tract Infections (UTIs) and hypertension in people with dementia. The platform includes a clinical interface that is used by a monitoring team to view alerts and notifications that are generated by the algorithms and to also browse the in-home activity and physiological data in a secure and privacy-aware system. The platform complies to the information governance requirements of the UK National Healthcare Service (NHS) and is registered as a class 1 medical device. The platform has been deployed and tested in over 150 homes.

References

[1]
Luca Catarinucci and et al. 2015. An IoT-aware architecture for smart healthcare systems. IEEE Internet of Things 2, 6 (2015), 515–526.
[2]
Shirin Enshaeifar and et al. 2018. Health management and pattern analysis of daily living activities of people with dementia using in-home sensors and machine learning techniques. PloS one 13, 5 (2018), e0195605.
[3]
Shirin Enshaeifar and et al. 2019. Machine learning methods for detecting urinary tract infection and analysing daily living activities in people with dementia. PloS one 14, 1 (2019), e0209909.
[4]
Ahsan Rao and et al. 2016. Outcomes of dementia: systematic review and meta-analysis of hospital administrative database studies. Archives of gerontology and geriatrics 66 (2016), 198–204.
[5]
Sandeep Toot and et al. 2013. Causes of hospital admission for people with dementia: a systematic review and meta-analysis. Journal of the American Medical Directors Association 14, 7(2013), 463–470.

Cited By

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  • (2024)Managing Talent Among Healthcare Human Resource: Strategies for a New NormalJournal of Health Management10.1177/0972063423121876926:2(384-393)Online publication date: 12-Jan-2024
  • (2024)Exploring the Landscape of Ubiquitous In-home Health Monitoring: A Comprehensive SurveyACM Transactions on Computing for Healthcare10.1145/36708545:4(1-43)Online publication date: 23-Oct-2024
  • (2024)NurseAid Monitor: An Ergonomics Dashboard to Help Change Position of Bedridden PatientsDigital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management10.1007/978-3-031-61063-9_3(35-46)Online publication date: 29-Jun-2024
  • Show More Cited By

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        cover image ACM Conferences
        WWW '20: Companion Proceedings of the Web Conference 2020
        April 2020
        854 pages
        ISBN:9781450370240
        DOI:10.1145/3366424
        Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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        Association for Computing Machinery

        New York, NY, United States

        Publication History

        Published: 20 April 2020

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        Author Tags

        1. Digital healthcare
        2. dementia
        3. digital platform
        4. early intervention

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        • Research-article
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        • Refereed limited

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        WWW '20
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        WWW '20: The Web Conference 2020
        April 20 - 24, 2020
        Taipei, Taiwan

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        Overall Acceptance Rate 1,899 of 8,196 submissions, 23%

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        Cited By

        View all
        • (2024)Managing Talent Among Healthcare Human Resource: Strategies for a New NormalJournal of Health Management10.1177/0972063423121876926:2(384-393)Online publication date: 12-Jan-2024
        • (2024)Exploring the Landscape of Ubiquitous In-home Health Monitoring: A Comprehensive SurveyACM Transactions on Computing for Healthcare10.1145/36708545:4(1-43)Online publication date: 23-Oct-2024
        • (2024)NurseAid Monitor: An Ergonomics Dashboard to Help Change Position of Bedridden PatientsDigital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management10.1007/978-3-031-61063-9_3(35-46)Online publication date: 29-Jun-2024
        • (2023)Multicohort cross-sectional study of cognitive and behavioural digital biomarkers in neurodegeneration: the Living Lab Study protocolBMJ Open10.1136/bmjopen-2023-07209413:8(e072094)Online publication date: 3-Aug-2023
        • (2023)TIHM: An open dataset for remote healthcare monitoring in dementiaScientific Data10.1038/s41597-023-02519-y10:1Online publication date: 9-Sep-2023
        • (2022)Health Workforce Talent Management in a Post-COVID-19 Digital AgeMultidisciplinary Perspectives Towards Building a Digitally Competent Society10.4018/978-1-6684-5274-5.ch011(189-207)Online publication date: 17-Jun-2022
        • (2022)Ethical considerations in design and implementation of home-based smart care for dementiaNursing Ethics10.1177/0969733021106298029:4(1035-1046)Online publication date: 1-Feb-2022
        • (2022)An IoT-Based Remote Well Baby Care SolutionProceedings of International Conference on Information Technology and Applications10.1007/978-981-16-7618-5_54(633-646)Online publication date: 21-Apr-2022
        • (2021)Smart Home Sensing and Monitoring in Households With Dementia: User-Centered Design ApproachJMIR Aging10.2196/270474:3(e27047)Online publication date: 11-Aug-2021
        • (2020)Enhancing Healthcare Access through Remote Infant ScreeningProceedings of the 6th EAI International Conference on Smart Objects and Technologies for Social Good10.1145/3411170.3411270(236-239)Online publication date: 14-Sep-2020

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