Effort-dependent effects on uniform and diverse muscle activity features in skilled pitching
Abstract How do skilled players change their motion patterns depending on motion effort? Pitchers commonly accelerate wrist and elbow joint rotations via proximal joint motions. Contrastingly, they show individually different pitching motions, such as in wind-up or follow-through. Despite the genera...
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Nature Portfolio
2021
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oai:doaj.org-article:a5558642868c49ddba36bdc5c5558d1c2021-12-02T14:30:52ZEffort-dependent effects on uniform and diverse muscle activity features in skilled pitching10.1038/s41598-021-87614-z2045-2322https://doaj.org/article/a5558642868c49ddba36bdc5c5558d1c2021-04-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-87614-zhttps://doaj.org/toc/2045-2322Abstract How do skilled players change their motion patterns depending on motion effort? Pitchers commonly accelerate wrist and elbow joint rotations via proximal joint motions. Contrastingly, they show individually different pitching motions, such as in wind-up or follow-through. Despite the generality of the uniform and diverse features, effort-dependent effects on these features are unclear. Here, we reveal the effort dependence based on muscle activity data in natural three-dimensional pitching performed by skilled players. We extract motor modules and their effort dependence from the muscle activity data via tensor decomposition. Then, we reveal the unknown relations among motor modules, common features, unique features, and effort dependence. The current study clarifies that common features are obvious in distinguishing between low and high effort and that unique features are evident in differentiating high and highest efforts.Tsubasa HashimotoKen TakiyamaTakeshi MikiHirofumi KobayashiDaiki NasuTetsuya IjiriMasumi KuwataMakio KashinoKimitaka NakazawaNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-14 (2021) |
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Medicine R Science Q Tsubasa Hashimoto Ken Takiyama Takeshi Miki Hirofumi Kobayashi Daiki Nasu Tetsuya Ijiri Masumi Kuwata Makio Kashino Kimitaka Nakazawa Effort-dependent effects on uniform and diverse muscle activity features in skilled pitching |
description |
Abstract How do skilled players change their motion patterns depending on motion effort? Pitchers commonly accelerate wrist and elbow joint rotations via proximal joint motions. Contrastingly, they show individually different pitching motions, such as in wind-up or follow-through. Despite the generality of the uniform and diverse features, effort-dependent effects on these features are unclear. Here, we reveal the effort dependence based on muscle activity data in natural three-dimensional pitching performed by skilled players. We extract motor modules and their effort dependence from the muscle activity data via tensor decomposition. Then, we reveal the unknown relations among motor modules, common features, unique features, and effort dependence. The current study clarifies that common features are obvious in distinguishing between low and high effort and that unique features are evident in differentiating high and highest efforts. |
format |
article |
author |
Tsubasa Hashimoto Ken Takiyama Takeshi Miki Hirofumi Kobayashi Daiki Nasu Tetsuya Ijiri Masumi Kuwata Makio Kashino Kimitaka Nakazawa |
author_facet |
Tsubasa Hashimoto Ken Takiyama Takeshi Miki Hirofumi Kobayashi Daiki Nasu Tetsuya Ijiri Masumi Kuwata Makio Kashino Kimitaka Nakazawa |
author_sort |
Tsubasa Hashimoto |
title |
Effort-dependent effects on uniform and diverse muscle activity features in skilled pitching |
title_short |
Effort-dependent effects on uniform and diverse muscle activity features in skilled pitching |
title_full |
Effort-dependent effects on uniform and diverse muscle activity features in skilled pitching |
title_fullStr |
Effort-dependent effects on uniform and diverse muscle activity features in skilled pitching |
title_full_unstemmed |
Effort-dependent effects on uniform and diverse muscle activity features in skilled pitching |
title_sort |
effort-dependent effects on uniform and diverse muscle activity features in skilled pitching |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/a5558642868c49ddba36bdc5c5558d1c |
work_keys_str_mv |
AT tsubasahashimoto effortdependenteffectsonuniformanddiversemuscleactivityfeaturesinskilledpitching AT kentakiyama effortdependenteffectsonuniformanddiversemuscleactivityfeaturesinskilledpitching AT takeshimiki effortdependenteffectsonuniformanddiversemuscleactivityfeaturesinskilledpitching AT hirofumikobayashi effortdependenteffectsonuniformanddiversemuscleactivityfeaturesinskilledpitching AT daikinasu effortdependenteffectsonuniformanddiversemuscleactivityfeaturesinskilledpitching AT tetsuyaijiri effortdependenteffectsonuniformanddiversemuscleactivityfeaturesinskilledpitching AT masumikuwata effortdependenteffectsonuniformanddiversemuscleactivityfeaturesinskilledpitching AT makiokashino effortdependenteffectsonuniformanddiversemuscleactivityfeaturesinskilledpitching AT kimitakanakazawa effortdependenteffectsonuniformanddiversemuscleactivityfeaturesinskilledpitching |
_version_ |
1718391210515628032 |