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Estimability study on the age of toddlers’ gait development based on gait parameters
In the first few years of toddlers’ locomotion, various gait parameters improve gradually and dynamically with gait development. Therefore, in this study, we hypothesized that the age of gait development, or the level of gait development with age as its indicator, can be estimated from several gait...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9941512/ https://www.ncbi.nlm.nih.gov/pubmed/36807628 http://dx.doi.org/10.1038/s41598-023-30039-7 |
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author | Tsuyuki, Chisa Hiraga, Haruna Sudo, Motoki Ueda, Tomoya Seo, Kanako Minatozaki, Masayuki Fukuda, Yuko Okuda, Yasuyuki Iwasaki, Hiroyuki Naito, Hisashi Lu, Dajiang |
author_facet | Tsuyuki, Chisa Hiraga, Haruna Sudo, Motoki Ueda, Tomoya Seo, Kanako Minatozaki, Masayuki Fukuda, Yuko Okuda, Yasuyuki Iwasaki, Hiroyuki Naito, Hisashi Lu, Dajiang |
author_sort | Tsuyuki, Chisa |
collection | PubMed |
description | In the first few years of toddlers’ locomotion, various gait parameters improve gradually and dynamically with gait development. Therefore, in this study, we hypothesized that the age of gait development, or the level of gait development with age as its indicator, can be estimated from several gait parameters related to gait development, and investigated its estimability. In total, 97 healthy toddlers aged about 1–3 years participated in the study. All five selected gait parameters showed a moderate or higher correlation with age, but the duration with a large change and the strength of the association with gait development varied for each gait parameter. Multiple regression analysis was performed using age as the objective variable and five selected gait parameters as explanatory variables, and an estimation model (R(2) = 0.683, adjusted R(2) = 0.665) was created. The estimation model was verified using a test dataset separate from the training dataset (R(2) = 0.82, p < 0.001). It was suggested that the age of gait development could be estimated from gait alone. Gait analysis based on empirical observations may reduce the need for skilled observers and their potential variability. |
format | Online Article Text |
id | pubmed-9941512 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-99415122023-02-22 Estimability study on the age of toddlers’ gait development based on gait parameters Tsuyuki, Chisa Hiraga, Haruna Sudo, Motoki Ueda, Tomoya Seo, Kanako Minatozaki, Masayuki Fukuda, Yuko Okuda, Yasuyuki Iwasaki, Hiroyuki Naito, Hisashi Lu, Dajiang Sci Rep Article In the first few years of toddlers’ locomotion, various gait parameters improve gradually and dynamically with gait development. Therefore, in this study, we hypothesized that the age of gait development, or the level of gait development with age as its indicator, can be estimated from several gait parameters related to gait development, and investigated its estimability. In total, 97 healthy toddlers aged about 1–3 years participated in the study. All five selected gait parameters showed a moderate or higher correlation with age, but the duration with a large change and the strength of the association with gait development varied for each gait parameter. Multiple regression analysis was performed using age as the objective variable and five selected gait parameters as explanatory variables, and an estimation model (R(2) = 0.683, adjusted R(2) = 0.665) was created. The estimation model was verified using a test dataset separate from the training dataset (R(2) = 0.82, p < 0.001). It was suggested that the age of gait development could be estimated from gait alone. Gait analysis based on empirical observations may reduce the need for skilled observers and their potential variability. Nature Publishing Group UK 2023-02-20 /pmc/articles/PMC9941512/ /pubmed/36807628 http://dx.doi.org/10.1038/s41598-023-30039-7 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Tsuyuki, Chisa Hiraga, Haruna Sudo, Motoki Ueda, Tomoya Seo, Kanako Minatozaki, Masayuki Fukuda, Yuko Okuda, Yasuyuki Iwasaki, Hiroyuki Naito, Hisashi Lu, Dajiang Estimability study on the age of toddlers’ gait development based on gait parameters |
title | Estimability study on the age of toddlers’ gait development based on gait parameters |
title_full | Estimability study on the age of toddlers’ gait development based on gait parameters |
title_fullStr | Estimability study on the age of toddlers’ gait development based on gait parameters |
title_full_unstemmed | Estimability study on the age of toddlers’ gait development based on gait parameters |
title_short | Estimability study on the age of toddlers’ gait development based on gait parameters |
title_sort | estimability study on the age of toddlers’ gait development based on gait parameters |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9941512/ https://www.ncbi.nlm.nih.gov/pubmed/36807628 http://dx.doi.org/10.1038/s41598-023-30039-7 |
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