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Novel algorithm for a smartphone-based 6-minute walk test application: algorithm, application development, and evaluation
BACKGROUND: The 6-minute walk test (6MWT: the maximum distance walked in 6 minutes) is used by rehabilitation professionals as a measure of exercise capacity. Today’s smartphones contain hardware that can be used for wearable sensor applications and mobile data analysis. A smartphone application can...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4343050/ https://www.ncbi.nlm.nih.gov/pubmed/25889112 http://dx.doi.org/10.1186/s12984-015-0013-9 |
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author | Capela, Nicole A Lemaire, Edward D Baddour, Natalie |
author_facet | Capela, Nicole A Lemaire, Edward D Baddour, Natalie |
author_sort | Capela, Nicole A |
collection | PubMed |
description | BACKGROUND: The 6-minute walk test (6MWT: the maximum distance walked in 6 minutes) is used by rehabilitation professionals as a measure of exercise capacity. Today’s smartphones contain hardware that can be used for wearable sensor applications and mobile data analysis. A smartphone application can run the 6MWT and provide typically unavailable biomechanical information about how the person moves during the test. METHODS: A new algorithm for a calibration-free 6MWT smartphone application was developed that uses the test’s inherent conditions and smartphone accelerometer-gyroscope data to report the total distance walked, step timing, gait symmetry, and walking changes over time. This information is not available with a standard 6MWT and could help with clinical decision-making. The 6MWT application was evaluated with 15 able-bodied participants. A BlackBerry Z10 smartphone was worn on a belt at the mid lower back. Audio from the phone instructed the person to start and stop walking. Digital video was independently recorded during the trial as a gold-standard comparator. RESULTS: The average difference between smartphone and gold standard foot strike timing was 0.014 ± 0.015 s. The total distance calculated by the application was within 1 m of the measured distance for all but one participant, which was more accurate than other smartphone-based studies. CONCLUSIONS: These results demonstrated that clinically relevant 6MWT results can be achieved with typical smartphone hardware and a novel algorithm. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12984-015-0013-9) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4343050 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-43430502015-02-28 Novel algorithm for a smartphone-based 6-minute walk test application: algorithm, application development, and evaluation Capela, Nicole A Lemaire, Edward D Baddour, Natalie J Neuroeng Rehabil Research BACKGROUND: The 6-minute walk test (6MWT: the maximum distance walked in 6 minutes) is used by rehabilitation professionals as a measure of exercise capacity. Today’s smartphones contain hardware that can be used for wearable sensor applications and mobile data analysis. A smartphone application can run the 6MWT and provide typically unavailable biomechanical information about how the person moves during the test. METHODS: A new algorithm for a calibration-free 6MWT smartphone application was developed that uses the test’s inherent conditions and smartphone accelerometer-gyroscope data to report the total distance walked, step timing, gait symmetry, and walking changes over time. This information is not available with a standard 6MWT and could help with clinical decision-making. The 6MWT application was evaluated with 15 able-bodied participants. A BlackBerry Z10 smartphone was worn on a belt at the mid lower back. Audio from the phone instructed the person to start and stop walking. Digital video was independently recorded during the trial as a gold-standard comparator. RESULTS: The average difference between smartphone and gold standard foot strike timing was 0.014 ± 0.015 s. The total distance calculated by the application was within 1 m of the measured distance for all but one participant, which was more accurate than other smartphone-based studies. CONCLUSIONS: These results demonstrated that clinically relevant 6MWT results can be achieved with typical smartphone hardware and a novel algorithm. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12984-015-0013-9) contains supplementary material, which is available to authorized users. BioMed Central 2015-02-20 /pmc/articles/PMC4343050/ /pubmed/25889112 http://dx.doi.org/10.1186/s12984-015-0013-9 Text en © Capela et al.; licensee BioMed Central. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Capela, Nicole A Lemaire, Edward D Baddour, Natalie Novel algorithm for a smartphone-based 6-minute walk test application: algorithm, application development, and evaluation |
title | Novel algorithm for a smartphone-based 6-minute walk test application: algorithm, application development, and evaluation |
title_full | Novel algorithm for a smartphone-based 6-minute walk test application: algorithm, application development, and evaluation |
title_fullStr | Novel algorithm for a smartphone-based 6-minute walk test application: algorithm, application development, and evaluation |
title_full_unstemmed | Novel algorithm for a smartphone-based 6-minute walk test application: algorithm, application development, and evaluation |
title_short | Novel algorithm for a smartphone-based 6-minute walk test application: algorithm, application development, and evaluation |
title_sort | novel algorithm for a smartphone-based 6-minute walk test application: algorithm, application development, and evaluation |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4343050/ https://www.ncbi.nlm.nih.gov/pubmed/25889112 http://dx.doi.org/10.1186/s12984-015-0013-9 |
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