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Transfer and generalization of learned manipulation between unimanual and bimanual tasks

Successful object manipulation, such as preventing object roll, relies on the modulation of forces and centers of pressure (point of application of digits on each grasp surface) prior to lift onset to generate a compensatory torque. Whether or not generalization of learned manipulation can occur aft...

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Autores principales: Lee-Miller, Trevor, Santello, Marco, Gordon, Andrew M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8062521/
https://www.ncbi.nlm.nih.gov/pubmed/33888771
http://dx.doi.org/10.1038/s41598-021-87988-0
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author Lee-Miller, Trevor
Santello, Marco
Gordon, Andrew M.
author_facet Lee-Miller, Trevor
Santello, Marco
Gordon, Andrew M.
author_sort Lee-Miller, Trevor
collection PubMed
description Successful object manipulation, such as preventing object roll, relies on the modulation of forces and centers of pressure (point of application of digits on each grasp surface) prior to lift onset to generate a compensatory torque. Whether or not generalization of learned manipulation can occur after adding or removing effectors is not known. We examined this by recruiting participants to perform lifts in unimanual and bimanual grasps and analyzed results before and after transfer. Our results show partial generalization of learned manipulation occurred when switching from a (1) unimanual to bimanual grasp regardless of object center of mass, and (2) bimanual to unimanual grasp when the center of mass was on the thumb side. Partial generalization was driven by the modulation of effectors’ center of pressure, in the appropriate direction but of insufficient magnitude, while load forces did not contribute to torque generation after transfer. In addition, we show that the combination of effector forces and centers of pressure in the generation of compensatory torque differ between unimanual and bimanual grasping. These findings highlight that (1) high-level representations of learned manipulation enable only partial learning transfer when adding or removing effectors, and (2) such partial generalization is mainly driven by modulation of effectors’ center of pressure.
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spelling pubmed-80625212021-04-23 Transfer and generalization of learned manipulation between unimanual and bimanual tasks Lee-Miller, Trevor Santello, Marco Gordon, Andrew M. Sci Rep Article Successful object manipulation, such as preventing object roll, relies on the modulation of forces and centers of pressure (point of application of digits on each grasp surface) prior to lift onset to generate a compensatory torque. Whether or not generalization of learned manipulation can occur after adding or removing effectors is not known. We examined this by recruiting participants to perform lifts in unimanual and bimanual grasps and analyzed results before and after transfer. Our results show partial generalization of learned manipulation occurred when switching from a (1) unimanual to bimanual grasp regardless of object center of mass, and (2) bimanual to unimanual grasp when the center of mass was on the thumb side. Partial generalization was driven by the modulation of effectors’ center of pressure, in the appropriate direction but of insufficient magnitude, while load forces did not contribute to torque generation after transfer. In addition, we show that the combination of effector forces and centers of pressure in the generation of compensatory torque differ between unimanual and bimanual grasping. These findings highlight that (1) high-level representations of learned manipulation enable only partial learning transfer when adding or removing effectors, and (2) such partial generalization is mainly driven by modulation of effectors’ center of pressure. Nature Publishing Group UK 2021-04-22 /pmc/articles/PMC8062521/ /pubmed/33888771 http://dx.doi.org/10.1038/s41598-021-87988-0 Text en © The Author(s) 2021 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
Lee-Miller, Trevor
Santello, Marco
Gordon, Andrew M.
Transfer and generalization of learned manipulation between unimanual and bimanual tasks
title Transfer and generalization of learned manipulation between unimanual and bimanual tasks
title_full Transfer and generalization of learned manipulation between unimanual and bimanual tasks
title_fullStr Transfer and generalization of learned manipulation between unimanual and bimanual tasks
title_full_unstemmed Transfer and generalization of learned manipulation between unimanual and bimanual tasks
title_short Transfer and generalization of learned manipulation between unimanual and bimanual tasks
title_sort transfer and generalization of learned manipulation between unimanual and bimanual tasks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8062521/
https://www.ncbi.nlm.nih.gov/pubmed/33888771
http://dx.doi.org/10.1038/s41598-021-87988-0
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