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Feasibility of a Secure Wireless Sensing Smartwatch Application for the Self-Management of Pediatric Asthma

To address the need for asthma self-management in pediatrics, the authors present the feasibility of a mobile health (mHealth) platform built on their prior work in an asthmatic adult and child. Real-time asthma attack risk was assessed through physiological and environmental sensors. Data were sent...

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Autores principales: Hosseini, Anahita, Buonocore, Chris M., Hashemzadeh, Sepideh, Hojaiji, Hannaneh, Kalantarian, Haik, Sideris, Costas, Bui, Alex A.T., King, Christine E., Sarrafzadeh, Majid
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5580199/
https://www.ncbi.nlm.nih.gov/pubmed/28771168
http://dx.doi.org/10.3390/s17081780
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author Hosseini, Anahita
Buonocore, Chris M.
Hashemzadeh, Sepideh
Hojaiji, Hannaneh
Kalantarian, Haik
Sideris, Costas
Bui, Alex A.T.
King, Christine E.
Sarrafzadeh, Majid
author_facet Hosseini, Anahita
Buonocore, Chris M.
Hashemzadeh, Sepideh
Hojaiji, Hannaneh
Kalantarian, Haik
Sideris, Costas
Bui, Alex A.T.
King, Christine E.
Sarrafzadeh, Majid
author_sort Hosseini, Anahita
collection PubMed
description To address the need for asthma self-management in pediatrics, the authors present the feasibility of a mobile health (mHealth) platform built on their prior work in an asthmatic adult and child. Real-time asthma attack risk was assessed through physiological and environmental sensors. Data were sent to a cloud via a smartwatch application (app) using Health Insurance Portability and Accountability Act (HIPAA)-compliant cryptography and combined with online source data. A risk level (high, medium or low) was determined using a random forest classifier and then sent to the app to be visualized as animated dragon graphics for easy interpretation by children. The feasibility of the system was first tested on an adult with moderate asthma, then usability was examined on a child with mild asthma over several weeks. It was found during feasibility testing that the system is able to assess asthma risk with 80.10 ± 14.13% accuracy. During usability testing, it was able to continuously collect sensor data, and the child was able to wear, easily understand and enjoy the use of the system. If tested in more individuals, this system may lead to an effective self-management program that can reduce hospitalization in those who suffer from asthma.
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spelling pubmed-55801992017-09-06 Feasibility of a Secure Wireless Sensing Smartwatch Application for the Self-Management of Pediatric Asthma Hosseini, Anahita Buonocore, Chris M. Hashemzadeh, Sepideh Hojaiji, Hannaneh Kalantarian, Haik Sideris, Costas Bui, Alex A.T. King, Christine E. Sarrafzadeh, Majid Sensors (Basel) Article To address the need for asthma self-management in pediatrics, the authors present the feasibility of a mobile health (mHealth) platform built on their prior work in an asthmatic adult and child. Real-time asthma attack risk was assessed through physiological and environmental sensors. Data were sent to a cloud via a smartwatch application (app) using Health Insurance Portability and Accountability Act (HIPAA)-compliant cryptography and combined with online source data. A risk level (high, medium or low) was determined using a random forest classifier and then sent to the app to be visualized as animated dragon graphics for easy interpretation by children. The feasibility of the system was first tested on an adult with moderate asthma, then usability was examined on a child with mild asthma over several weeks. It was found during feasibility testing that the system is able to assess asthma risk with 80.10 ± 14.13% accuracy. During usability testing, it was able to continuously collect sensor data, and the child was able to wear, easily understand and enjoy the use of the system. If tested in more individuals, this system may lead to an effective self-management program that can reduce hospitalization in those who suffer from asthma. MDPI 2017-08-03 /pmc/articles/PMC5580199/ /pubmed/28771168 http://dx.doi.org/10.3390/s17081780 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Hosseini, Anahita
Buonocore, Chris M.
Hashemzadeh, Sepideh
Hojaiji, Hannaneh
Kalantarian, Haik
Sideris, Costas
Bui, Alex A.T.
King, Christine E.
Sarrafzadeh, Majid
Feasibility of a Secure Wireless Sensing Smartwatch Application for the Self-Management of Pediatric Asthma
title Feasibility of a Secure Wireless Sensing Smartwatch Application for the Self-Management of Pediatric Asthma
title_full Feasibility of a Secure Wireless Sensing Smartwatch Application for the Self-Management of Pediatric Asthma
title_fullStr Feasibility of a Secure Wireless Sensing Smartwatch Application for the Self-Management of Pediatric Asthma
title_full_unstemmed Feasibility of a Secure Wireless Sensing Smartwatch Application for the Self-Management of Pediatric Asthma
title_short Feasibility of a Secure Wireless Sensing Smartwatch Application for the Self-Management of Pediatric Asthma
title_sort feasibility of a secure wireless sensing smartwatch application for the self-management of pediatric asthma
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5580199/
https://www.ncbi.nlm.nih.gov/pubmed/28771168
http://dx.doi.org/10.3390/s17081780
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