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A flexible wearable sensor for knee flexion assessment during gait

BACKGROUND: Gait analysis plays an important role in the diagnosis and management of patients with movement disorders but it is usually performed within a laboratory. Recently interest has shifted towards the possibility of conducting gait assessments in everyday environments thus facilitating long-...

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Detalles Bibliográficos
Autores principales: Papi, Enrica, Bo, Yen Nee, McGregor, Alison H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier Sciencem 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5980996/
https://www.ncbi.nlm.nih.gov/pubmed/29674288
http://dx.doi.org/10.1016/j.gaitpost.2018.04.015
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author Papi, Enrica
Bo, Yen Nee
McGregor, Alison H.
author_facet Papi, Enrica
Bo, Yen Nee
McGregor, Alison H.
author_sort Papi, Enrica
collection PubMed
description BACKGROUND: Gait analysis plays an important role in the diagnosis and management of patients with movement disorders but it is usually performed within a laboratory. Recently interest has shifted towards the possibility of conducting gait assessments in everyday environments thus facilitating long-term monitoring. This is possible by using wearable technologies rather than laboratory based equipment. RESEARCH QUESTION: This study aims to validate a novel wearable sensor system’s ability to measure peak knee sagittal angles during gait. METHODS: The proposed system comprises a flexible conductive polymer unit interfaced with a wireless acquisition node attached over the knee on a pair of leggings. Sixteen healthy volunteers participated to two gait assessments on separate occasions. Data was simultaneously collected from the novel sensor and a gold standard 10 camera motion capture system. The relationship between sensor signal and reference knee flexion angles was defined for each subject to allow the transformation of sensor voltage outputs to angular measures (degrees). The knee peak flexion angle from the sensor and reference system were compared by means of root mean square error (RMSE), absolute error, Bland-Altman plots and intra-class correlation coefficients (ICCs) to assess test-retest reliability. RESULTS: Comparisons of knee peak flexion angles calculated from the sensor and gold standard yielded an absolute error of 0.35(±2.9°) and RMSE of 1.2(±0.4)°. Good agreement was found between the two systems with the majority of data lying within the limits of agreement. The sensor demonstrated high test-retest reliability (ICCs>0.8). SIGNIFICANCE: These results show the ability of the sensor to monitor knee peak sagittal angles with small margins of error and in agreement with the gold standard system. The sensor has potential to be used in clinical settings as a discreet, unobtrusive wearable device allowing for long-term gait analysis.
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spelling pubmed-59809962018-06-04 A flexible wearable sensor for knee flexion assessment during gait Papi, Enrica Bo, Yen Nee McGregor, Alison H. Gait Posture Article BACKGROUND: Gait analysis plays an important role in the diagnosis and management of patients with movement disorders but it is usually performed within a laboratory. Recently interest has shifted towards the possibility of conducting gait assessments in everyday environments thus facilitating long-term monitoring. This is possible by using wearable technologies rather than laboratory based equipment. RESEARCH QUESTION: This study aims to validate a novel wearable sensor system’s ability to measure peak knee sagittal angles during gait. METHODS: The proposed system comprises a flexible conductive polymer unit interfaced with a wireless acquisition node attached over the knee on a pair of leggings. Sixteen healthy volunteers participated to two gait assessments on separate occasions. Data was simultaneously collected from the novel sensor and a gold standard 10 camera motion capture system. The relationship between sensor signal and reference knee flexion angles was defined for each subject to allow the transformation of sensor voltage outputs to angular measures (degrees). The knee peak flexion angle from the sensor and reference system were compared by means of root mean square error (RMSE), absolute error, Bland-Altman plots and intra-class correlation coefficients (ICCs) to assess test-retest reliability. RESULTS: Comparisons of knee peak flexion angles calculated from the sensor and gold standard yielded an absolute error of 0.35(±2.9°) and RMSE of 1.2(±0.4)°. Good agreement was found between the two systems with the majority of data lying within the limits of agreement. The sensor demonstrated high test-retest reliability (ICCs>0.8). SIGNIFICANCE: These results show the ability of the sensor to monitor knee peak sagittal angles with small margins of error and in agreement with the gold standard system. The sensor has potential to be used in clinical settings as a discreet, unobtrusive wearable device allowing for long-term gait analysis. Elsevier Sciencem 2018-05 /pmc/articles/PMC5980996/ /pubmed/29674288 http://dx.doi.org/10.1016/j.gaitpost.2018.04.015 Text en © 2018 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Papi, Enrica
Bo, Yen Nee
McGregor, Alison H.
A flexible wearable sensor for knee flexion assessment during gait
title A flexible wearable sensor for knee flexion assessment during gait
title_full A flexible wearable sensor for knee flexion assessment during gait
title_fullStr A flexible wearable sensor for knee flexion assessment during gait
title_full_unstemmed A flexible wearable sensor for knee flexion assessment during gait
title_short A flexible wearable sensor for knee flexion assessment during gait
title_sort flexible wearable sensor for knee flexion assessment during gait
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5980996/
https://www.ncbi.nlm.nih.gov/pubmed/29674288
http://dx.doi.org/10.1016/j.gaitpost.2018.04.015
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