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Effects and Moderators of Computer-Based Training on Children's Executive Functions: A Systematic Review and Meta-Analysis
Computer-based training has attracted increasing attention from researchers in recent years. Several studies have found that computer-based training resulted in improved executive functions (EFs) in adults. However, it remains controversial whether children can benefit from computer-based training a...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7726355/ https://www.ncbi.nlm.nih.gov/pubmed/33324291 http://dx.doi.org/10.3389/fpsyg.2020.580329 |
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author | Cao, Yifei Huang, Ting Huang, Jipeng Xie, Xiaochun Wang, Yuan |
author_facet | Cao, Yifei Huang, Ting Huang, Jipeng Xie, Xiaochun Wang, Yuan |
author_sort | Cao, Yifei |
collection | PubMed |
description | Computer-based training has attracted increasing attention from researchers in recent years. Several studies have found that computer-based training resulted in improved executive functions (EFs) in adults. However, it remains controversial whether children can benefit from computer-based training and what moderator could influence the training effects. The focus of the present meta-analysis was to examine the effects of computer-based training on EFs in children: working memory, cognitive flexibility, and inhibitory control. A thorough search of published work yielded a sample of 36 studies with 216 effect sizes. The results indicated that computer-based training showed moderate training effects on improving EFs in children (g = 0.35, k = 36, p < 0.001), while training effects of working memory were significantly higher. Furthermore, we found near-transfer effects were marginally significantly higher than far-transfer effects. The standard training method was significantly more effective than training with game elements. In computer-based training, typically developing children had significantly better training effects than atypically developing children. Some additional factors, such as the number of training sessions and age, also modulated the training effects. In conclusion, the present study investigated the effects and moderators of computer-based training for children's EFs. The results provided evidence that computer-based training (especially standard training) may serve as an efficient way to improve EFs in children (especially typically developing individuals). We also discussed some directions for future computer-based training studies. |
format | Online Article Text |
id | pubmed-7726355 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-77263552020-12-14 Effects and Moderators of Computer-Based Training on Children's Executive Functions: A Systematic Review and Meta-Analysis Cao, Yifei Huang, Ting Huang, Jipeng Xie, Xiaochun Wang, Yuan Front Psychol Psychology Computer-based training has attracted increasing attention from researchers in recent years. Several studies have found that computer-based training resulted in improved executive functions (EFs) in adults. However, it remains controversial whether children can benefit from computer-based training and what moderator could influence the training effects. The focus of the present meta-analysis was to examine the effects of computer-based training on EFs in children: working memory, cognitive flexibility, and inhibitory control. A thorough search of published work yielded a sample of 36 studies with 216 effect sizes. The results indicated that computer-based training showed moderate training effects on improving EFs in children (g = 0.35, k = 36, p < 0.001), while training effects of working memory were significantly higher. Furthermore, we found near-transfer effects were marginally significantly higher than far-transfer effects. The standard training method was significantly more effective than training with game elements. In computer-based training, typically developing children had significantly better training effects than atypically developing children. Some additional factors, such as the number of training sessions and age, also modulated the training effects. In conclusion, the present study investigated the effects and moderators of computer-based training for children's EFs. The results provided evidence that computer-based training (especially standard training) may serve as an efficient way to improve EFs in children (especially typically developing individuals). We also discussed some directions for future computer-based training studies. Frontiers Media S.A. 2020-11-26 /pmc/articles/PMC7726355/ /pubmed/33324291 http://dx.doi.org/10.3389/fpsyg.2020.580329 Text en Copyright © 2020 Cao, Huang, Huang, Xie and Wang. http://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 | Psychology Cao, Yifei Huang, Ting Huang, Jipeng Xie, Xiaochun Wang, Yuan Effects and Moderators of Computer-Based Training on Children's Executive Functions: A Systematic Review and Meta-Analysis |
title | Effects and Moderators of Computer-Based Training on Children's Executive Functions: A Systematic Review and Meta-Analysis |
title_full | Effects and Moderators of Computer-Based Training on Children's Executive Functions: A Systematic Review and Meta-Analysis |
title_fullStr | Effects and Moderators of Computer-Based Training on Children's Executive Functions: A Systematic Review and Meta-Analysis |
title_full_unstemmed | Effects and Moderators of Computer-Based Training on Children's Executive Functions: A Systematic Review and Meta-Analysis |
title_short | Effects and Moderators of Computer-Based Training on Children's Executive Functions: A Systematic Review and Meta-Analysis |
title_sort | effects and moderators of computer-based training on children's executive functions: a systematic review and meta-analysis |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7726355/ https://www.ncbi.nlm.nih.gov/pubmed/33324291 http://dx.doi.org/10.3389/fpsyg.2020.580329 |
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