Cargando…

Design of a Sensor-Technology-Augmented Gait and Balance Monitoring System for Community-Dwelling Older Adults in Hong Kong: A Pilot Feasibility Study

Routine assessments of gait and balance have been recognized as an effective approach for preventing falls by issuing early warnings and implementing appropriate interventions. However, current limited public healthcare resources cannot meet the demand for continuous monitoring of deteriorations in...

Descripción completa

Detalles Bibliográficos
Autores principales: Zhao, Yang, Yu, Lisha, Fan, Xiaomao, Pang, Marco Y. C., Tsui, Kwok-Leung, Wang, Hailiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10535689/
https://www.ncbi.nlm.nih.gov/pubmed/37766060
http://dx.doi.org/10.3390/s23188008
_version_ 1785112690314706944
author Zhao, Yang
Yu, Lisha
Fan, Xiaomao
Pang, Marco Y. C.
Tsui, Kwok-Leung
Wang, Hailiang
author_facet Zhao, Yang
Yu, Lisha
Fan, Xiaomao
Pang, Marco Y. C.
Tsui, Kwok-Leung
Wang, Hailiang
author_sort Zhao, Yang
collection PubMed
description Routine assessments of gait and balance have been recognized as an effective approach for preventing falls by issuing early warnings and implementing appropriate interventions. However, current limited public healthcare resources cannot meet the demand for continuous monitoring of deteriorations in gait and balance. The objective of this study was to develop and evaluate the feasibility of a prototype surrogate system driven by sensor technology and multi-sourced heterogeneous data analytics, for gait and balance assessment and monitoring. The system was designed to analyze users’ multi-mode data streams collected via inertial sensors and a depth camera while performing a 3-m timed up and go test, a five-times-sit-to-stand test, and a Romberg test, for predicting scores on clinical measurements by physiotherapists. Generalized regression of sensor data was conducted to build prediction models for gait and balance estimations. Demographic correlations with user acceptance behaviors were analyzed using ordinal logistic regression. Forty-four older adults (38 females) were recruited in this pilot study (mean age = 78.5 years, standard deviation [SD] = 6.2 years). The participants perceived that using the system for their gait and balance monitoring was a good idea (mean = 5.45, SD = 0.76) and easy (mean = 4.95, SD = 1.09), and that the system is useful in improving their health (mean = 5.32, SD = 0.83), is trustworthy (mean = 5.04, SD = 0.88), and has a good fit between task and technology (mean = 4.97, SD = 0.84). In general, the participants showed a positive intention to use the proposed system in their gait and balance management (mean = 5.22, SD = 1.10). Demographic correlations with user acceptance are discussed. This study provides preliminary evidence supporting the feasibility of using a sensor-technology-augmented system to manage the gait and balance of community-dwelling older adults. The intervention is validated as being acceptable, viable, and valuable.
format Online
Article
Text
id pubmed-10535689
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-105356892023-09-29 Design of a Sensor-Technology-Augmented Gait and Balance Monitoring System for Community-Dwelling Older Adults in Hong Kong: A Pilot Feasibility Study Zhao, Yang Yu, Lisha Fan, Xiaomao Pang, Marco Y. C. Tsui, Kwok-Leung Wang, Hailiang Sensors (Basel) Article Routine assessments of gait and balance have been recognized as an effective approach for preventing falls by issuing early warnings and implementing appropriate interventions. However, current limited public healthcare resources cannot meet the demand for continuous monitoring of deteriorations in gait and balance. The objective of this study was to develop and evaluate the feasibility of a prototype surrogate system driven by sensor technology and multi-sourced heterogeneous data analytics, for gait and balance assessment and monitoring. The system was designed to analyze users’ multi-mode data streams collected via inertial sensors and a depth camera while performing a 3-m timed up and go test, a five-times-sit-to-stand test, and a Romberg test, for predicting scores on clinical measurements by physiotherapists. Generalized regression of sensor data was conducted to build prediction models for gait and balance estimations. Demographic correlations with user acceptance behaviors were analyzed using ordinal logistic regression. Forty-four older adults (38 females) were recruited in this pilot study (mean age = 78.5 years, standard deviation [SD] = 6.2 years). The participants perceived that using the system for their gait and balance monitoring was a good idea (mean = 5.45, SD = 0.76) and easy (mean = 4.95, SD = 1.09), and that the system is useful in improving their health (mean = 5.32, SD = 0.83), is trustworthy (mean = 5.04, SD = 0.88), and has a good fit between task and technology (mean = 4.97, SD = 0.84). In general, the participants showed a positive intention to use the proposed system in their gait and balance management (mean = 5.22, SD = 1.10). Demographic correlations with user acceptance are discussed. This study provides preliminary evidence supporting the feasibility of using a sensor-technology-augmented system to manage the gait and balance of community-dwelling older adults. The intervention is validated as being acceptable, viable, and valuable. MDPI 2023-09-21 /pmc/articles/PMC10535689/ /pubmed/37766060 http://dx.doi.org/10.3390/s23188008 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zhao, Yang
Yu, Lisha
Fan, Xiaomao
Pang, Marco Y. C.
Tsui, Kwok-Leung
Wang, Hailiang
Design of a Sensor-Technology-Augmented Gait and Balance Monitoring System for Community-Dwelling Older Adults in Hong Kong: A Pilot Feasibility Study
title Design of a Sensor-Technology-Augmented Gait and Balance Monitoring System for Community-Dwelling Older Adults in Hong Kong: A Pilot Feasibility Study
title_full Design of a Sensor-Technology-Augmented Gait and Balance Monitoring System for Community-Dwelling Older Adults in Hong Kong: A Pilot Feasibility Study
title_fullStr Design of a Sensor-Technology-Augmented Gait and Balance Monitoring System for Community-Dwelling Older Adults in Hong Kong: A Pilot Feasibility Study
title_full_unstemmed Design of a Sensor-Technology-Augmented Gait and Balance Monitoring System for Community-Dwelling Older Adults in Hong Kong: A Pilot Feasibility Study
title_short Design of a Sensor-Technology-Augmented Gait and Balance Monitoring System for Community-Dwelling Older Adults in Hong Kong: A Pilot Feasibility Study
title_sort design of a sensor-technology-augmented gait and balance monitoring system for community-dwelling older adults in hong kong: a pilot feasibility study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10535689/
https://www.ncbi.nlm.nih.gov/pubmed/37766060
http://dx.doi.org/10.3390/s23188008
work_keys_str_mv AT zhaoyang designofasensortechnologyaugmentedgaitandbalancemonitoringsystemforcommunitydwellingolderadultsinhongkongapilotfeasibilitystudy
AT yulisha designofasensortechnologyaugmentedgaitandbalancemonitoringsystemforcommunitydwellingolderadultsinhongkongapilotfeasibilitystudy
AT fanxiaomao designofasensortechnologyaugmentedgaitandbalancemonitoringsystemforcommunitydwellingolderadultsinhongkongapilotfeasibilitystudy
AT pangmarcoyc designofasensortechnologyaugmentedgaitandbalancemonitoringsystemforcommunitydwellingolderadultsinhongkongapilotfeasibilitystudy
AT tsuikwokleung designofasensortechnologyaugmentedgaitandbalancemonitoringsystemforcommunitydwellingolderadultsinhongkongapilotfeasibilitystudy
AT wanghailiang designofasensortechnologyaugmentedgaitandbalancemonitoringsystemforcommunitydwellingolderadultsinhongkongapilotfeasibilitystudy