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6至12岁儿童在强化学习任务中的逐次运动行为。

Trial-to-trial motor behavior during a reinforcement learning task in children ages 6 to 12.

作者信息

Konrad Jeffrey D, Lohse Keith R, Marrus Natasha, Lang Catherine E

机构信息

Program in Physical Therapy, Washington University School of Medicine, CB 8502, 4444 Forest Park Ave., Suite 1101, St. Louis, MO 63108-2212, United States.

Program in Physical Therapy, Washington University School of Medicine, CB 8502, 4444 Forest Park Ave., Suite 1101, St. Louis, MO 63108-2212, United States; Department of Neurology, Washington University School of Medicine, MSC 8111-29-9000, 660 S. Euclid Ave., St. Louis, MO 63110, United States.

出版信息

Hum Mov Sci. 2025 Feb;99:103317. doi: 10.1016/j.humov.2024.103317. Epub 2024 Dec 11.

DOI:10.1016/j.humov.2024.103317
PMID:39667095
Abstract

INTRODUCTION

During practice, learners use available feedback from one trial to develop and implement motor commands for the next trial. Unsuccessful trials (i.e., "misses") should be followed by different motor behavior (e.g., goal-directed changes and/or exploration of movement parameters), while successful trials (i.e., "hits") should maintain the same behavior (e.g., minimize variance and recapitulate the same motor plan to the best of one's ability). Measuring the trial-to-trial changes in motor behavior can provide insights into how the motor system uses feedback and regulates movement variability while trying to improve performance. There have been no reports on the trial-to-trial motor behavior of typically developing children despite the profound motor development that occurs in this period and its relevance to long-term functional outcomes.

METHODS

We recruited 72 typically developing children from ages 6 to 12 to perform a reinforcement learning beanbag toss to a target. Their target errors were used to examine their motor exploration and autocorrelation.

RESULTS

Comparing variability at different trial-to-trial intervals showed that children exhibit motor exploration above and beyond the effect of sampling bias. Mean autocorrelations of different lags were near zero suggesting that successive trials were largely unrelated.

CONCLUSION

We found evidence that children utilize motor exploration in the target space of a target throwing task. After failed trials they exhibited increased variability to search for more optimal motor solutions. After successes, they minimized variability to create the same successful performance.

摘要

引言

在练习过程中,学习者利用一次尝试中获得的反馈来为下一次尝试制定并执行运动指令。未成功的尝试(即“失误”)之后应伴随不同的运动行为(例如,目标导向的改变和/或对运动参数的探索),而成功的尝试(即“命中”)则应保持相同的行为(例如,尽量减少变化并尽可能重现相同的运动计划)。测量运动行为的逐次试验变化可以深入了解运动系统如何利用反馈并在试图提高表现时调节运动变异性。尽管在此期间会发生深刻的运动发育及其与长期功能结果的相关性,但尚未有关于正常发育儿童逐次试验运动行为的报道。

方法

我们招募了72名6至12岁的正常发育儿童,让他们进行向目标投掷沙包的强化学习任务。利用他们的目标误差来检查其运动探索和自相关性。

结果

比较不同逐次试验间隔的变异性表明,儿童表现出的运动探索超出了抽样偏差的影响。不同滞后的平均自相关性接近零,这表明连续的试验在很大程度上是不相关的。

结论

我们发现有证据表明儿童在目标投掷任务的目标空间中利用运动探索。在失败的试验后,他们表现出更大的变异性以寻找更优的运动解决方案。在成功之后,他们将变异性最小化以创造相同的成功表现。

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