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Assessment of human expertise and movement kinematics in first-person shooter games

In contrast to traditional professional sports, there are few standardized metrics in professional esports (competitive multiplayer video games) for assessing a player's skill and ability. We assessed the performance of professional-level players in Aim Lab(TM), a first-person shooter training...

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Autores principales: Donovan, Ian, Saul, Marcia A., DeSimone, Kevin, Listman, Jennifer B., Mackey, Wayne E., Heeger, David J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9744923/
https://www.ncbi.nlm.nih.gov/pubmed/36523441
http://dx.doi.org/10.3389/fnhum.2022.979293
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author Donovan, Ian
Saul, Marcia A.
DeSimone, Kevin
Listman, Jennifer B.
Mackey, Wayne E.
Heeger, David J.
author_facet Donovan, Ian
Saul, Marcia A.
DeSimone, Kevin
Listman, Jennifer B.
Mackey, Wayne E.
Heeger, David J.
author_sort Donovan, Ian
collection PubMed
description In contrast to traditional professional sports, there are few standardized metrics in professional esports (competitive multiplayer video games) for assessing a player's skill and ability. We assessed the performance of professional-level players in Aim Lab(TM), a first-person shooter training and assessment game, with two target-shooting tasks. These tasks differed primarily in target size: the task with large targets provided an incentive to be fast but imprecise and the task with large targets provided an incentive to be precise but slow. Each player's motor acuity was measured by characterizing the speed-accuracy trade-off in shot behavior: shot time (elapsed time for a player to shoot at a target) and shot spatial error (distance from center of a target). We also characterized the fine-grained kinematics of players' mouse movements. Our findings demonstrate that: 1) movement kinematics depended on task demands; 2) individual differences in motor acuity were significantly correlated with kinematics; and 3) performance, combined across the two target sizes, was poorly characterized by Fitts Law. Our approach to measuring motor acuity has widespread applications not only in esports assessment and training, but also in basic (motor psychophysics) and clinical (gamified rehabilitation) research.
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spelling pubmed-97449232022-12-14 Assessment of human expertise and movement kinematics in first-person shooter games Donovan, Ian Saul, Marcia A. DeSimone, Kevin Listman, Jennifer B. Mackey, Wayne E. Heeger, David J. Front Hum Neurosci Human Neuroscience In contrast to traditional professional sports, there are few standardized metrics in professional esports (competitive multiplayer video games) for assessing a player's skill and ability. We assessed the performance of professional-level players in Aim Lab(TM), a first-person shooter training and assessment game, with two target-shooting tasks. These tasks differed primarily in target size: the task with large targets provided an incentive to be fast but imprecise and the task with large targets provided an incentive to be precise but slow. Each player's motor acuity was measured by characterizing the speed-accuracy trade-off in shot behavior: shot time (elapsed time for a player to shoot at a target) and shot spatial error (distance from center of a target). We also characterized the fine-grained kinematics of players' mouse movements. Our findings demonstrate that: 1) movement kinematics depended on task demands; 2) individual differences in motor acuity were significantly correlated with kinematics; and 3) performance, combined across the two target sizes, was poorly characterized by Fitts Law. Our approach to measuring motor acuity has widespread applications not only in esports assessment and training, but also in basic (motor psychophysics) and clinical (gamified rehabilitation) research. Frontiers Media S.A. 2022-11-29 /pmc/articles/PMC9744923/ /pubmed/36523441 http://dx.doi.org/10.3389/fnhum.2022.979293 Text en Copyright © 2022 Donovan, Saul, DeSimone, Listman, Mackey and Heeger. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Human Neuroscience
Donovan, Ian
Saul, Marcia A.
DeSimone, Kevin
Listman, Jennifer B.
Mackey, Wayne E.
Heeger, David J.
Assessment of human expertise and movement kinematics in first-person shooter games
title Assessment of human expertise and movement kinematics in first-person shooter games
title_full Assessment of human expertise and movement kinematics in first-person shooter games
title_fullStr Assessment of human expertise and movement kinematics in first-person shooter games
title_full_unstemmed Assessment of human expertise and movement kinematics in first-person shooter games
title_short Assessment of human expertise and movement kinematics in first-person shooter games
title_sort assessment of human expertise and movement kinematics in first-person shooter games
topic Human Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9744923/
https://www.ncbi.nlm.nih.gov/pubmed/36523441
http://dx.doi.org/10.3389/fnhum.2022.979293
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