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Behavior and neuroimaging at baseline predict individual response to combined mathematical and working memory training in children
Mathematical performance is highly correlated with several general cognitive abilities, including working memory (WM) capacity. Here we investigated the effect of numerical training using a number-line (NLT), WM training (WMT), or the combination of the two on a composite score of mathematical abili...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6987694/ https://www.ncbi.nlm.nih.gov/pubmed/27399278 http://dx.doi.org/10.1016/j.dcn.2016.06.004 |
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author | Nemmi, Federico Helander, Elin Helenius, Ola Almeida, Rita Hassler, Martin Räsänen, Pekka Klingberg, Torkel |
author_facet | Nemmi, Federico Helander, Elin Helenius, Ola Almeida, Rita Hassler, Martin Räsänen, Pekka Klingberg, Torkel |
author_sort | Nemmi, Federico |
collection | PubMed |
description | Mathematical performance is highly correlated with several general cognitive abilities, including working memory (WM) capacity. Here we investigated the effect of numerical training using a number-line (NLT), WM training (WMT), or the combination of the two on a composite score of mathematical ability. The aim was to investigate if the combination contributed to the outcome, and determine if baseline performance or neuroimaging predict the magnitude of improvement. We randomly assigned 308, 6-year-old children to WMT, NLT, WMT + NLT or a control intervention. Overall, there was a significant effect of NLT but not WMT. The WMT + NLT was the only group that improved significantly more than the controls, although the interaction NLTxWM was non-significant. Higher WM and maths performance predicted larger benefits for WMT and NLT, respectively. Neuroimaging at baseline also contributed significant information about training gain. Different individuals showed as much as a three-fold difference in their responses to the same intervention. These results show that the impact of an intervention is highly dependent on individual characteristics of the child. If differences in responses could be used to optimize the intervention for each child, future interventions could be substantially more effective. |
format | Online Article Text |
id | pubmed-6987694 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-69876942020-01-30 Behavior and neuroimaging at baseline predict individual response to combined mathematical and working memory training in children Nemmi, Federico Helander, Elin Helenius, Ola Almeida, Rita Hassler, Martin Räsänen, Pekka Klingberg, Torkel Dev Cogn Neurosci Original Research Mathematical performance is highly correlated with several general cognitive abilities, including working memory (WM) capacity. Here we investigated the effect of numerical training using a number-line (NLT), WM training (WMT), or the combination of the two on a composite score of mathematical ability. The aim was to investigate if the combination contributed to the outcome, and determine if baseline performance or neuroimaging predict the magnitude of improvement. We randomly assigned 308, 6-year-old children to WMT, NLT, WMT + NLT or a control intervention. Overall, there was a significant effect of NLT but not WMT. The WMT + NLT was the only group that improved significantly more than the controls, although the interaction NLTxWM was non-significant. Higher WM and maths performance predicted larger benefits for WMT and NLT, respectively. Neuroimaging at baseline also contributed significant information about training gain. Different individuals showed as much as a three-fold difference in their responses to the same intervention. These results show that the impact of an intervention is highly dependent on individual characteristics of the child. If differences in responses could be used to optimize the intervention for each child, future interventions could be substantially more effective. Elsevier 2016-06-30 /pmc/articles/PMC6987694/ /pubmed/27399278 http://dx.doi.org/10.1016/j.dcn.2016.06.004 Text en © 2016 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Original Research Nemmi, Federico Helander, Elin Helenius, Ola Almeida, Rita Hassler, Martin Räsänen, Pekka Klingberg, Torkel Behavior and neuroimaging at baseline predict individual response to combined mathematical and working memory training in children |
title | Behavior and neuroimaging at baseline predict individual response to combined mathematical and working memory training in children |
title_full | Behavior and neuroimaging at baseline predict individual response to combined mathematical and working memory training in children |
title_fullStr | Behavior and neuroimaging at baseline predict individual response to combined mathematical and working memory training in children |
title_full_unstemmed | Behavior and neuroimaging at baseline predict individual response to combined mathematical and working memory training in children |
title_short | Behavior and neuroimaging at baseline predict individual response to combined mathematical and working memory training in children |
title_sort | behavior and neuroimaging at baseline predict individual response to combined mathematical and working memory training in children |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6987694/ https://www.ncbi.nlm.nih.gov/pubmed/27399278 http://dx.doi.org/10.1016/j.dcn.2016.06.004 |
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