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Evaluating the relationship between change in performance on training tasks and on untrained outcomes
Training interventions for older adults are designed to remediate performance on trained tasks and to generalize, or transfer, to untrained tasks. Evidence for transfer is typically based on the trained group showing greater improvement than controls on untrained tasks, or on a correlation between g...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4131298/ https://www.ncbi.nlm.nih.gov/pubmed/25165440 http://dx.doi.org/10.3389/fnhum.2014.00617 |
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author | Zelinski, Elizabeth M. Peters, Kelly D. Hindin, Shoshana Petway, Kevin T. Kennison, Robert F. |
author_facet | Zelinski, Elizabeth M. Peters, Kelly D. Hindin, Shoshana Petway, Kevin T. Kennison, Robert F. |
author_sort | Zelinski, Elizabeth M. |
collection | PubMed |
description | Training interventions for older adults are designed to remediate performance on trained tasks and to generalize, or transfer, to untrained tasks. Evidence for transfer is typically based on the trained group showing greater improvement than controls on untrained tasks, or on a correlation between gains in training and in transfer tasks. However, this ignores potential correlational relationships between trained and untrained tasks that exist before training. By accounting for crossed (trained and untrained) and lagged (pre-training and post-training) and cross-lagged relationships between trained and untrained scores in structural equation models, the training-transfer gain relationship can be independently estimated. Transfer is confirmed if only the trained but not control participants' gain correlation is significant. Modeling data from the Improvement in Memory with Plasticity-based Adaptive Cognitive Training (IMPACT) study (Smith et al., 2009), transfer from speeded auditory discrimination and syllable span to list and text memory and to working memory was demonstrated in 487 adults aged 65–93. Evaluation of age, sex, and education on pretest scores and on change did not alter this. The overlap of the training with transfer measures was also investigated to evaluate the hypothesis that performance gains in a non-verbal speeded auditory discrimination task may be associated with gains on fewer tasks than gains in a verbal working memory task. Gains in speeded processing were associated with gains on one list memory measure. Syllable span gains were associated with improvement in difficult list recall, story recall, and working memory factor scores. Findings confirmed that more overlap with task demands was associated with gains to more of the tasks assessed, suggesting that transfer effects are related to task overlap in multimodal training. |
format | Online Article Text |
id | pubmed-4131298 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-41312982014-08-27 Evaluating the relationship between change in performance on training tasks and on untrained outcomes Zelinski, Elizabeth M. Peters, Kelly D. Hindin, Shoshana Petway, Kevin T. Kennison, Robert F. Front Hum Neurosci Neuroscience Training interventions for older adults are designed to remediate performance on trained tasks and to generalize, or transfer, to untrained tasks. Evidence for transfer is typically based on the trained group showing greater improvement than controls on untrained tasks, or on a correlation between gains in training and in transfer tasks. However, this ignores potential correlational relationships between trained and untrained tasks that exist before training. By accounting for crossed (trained and untrained) and lagged (pre-training and post-training) and cross-lagged relationships between trained and untrained scores in structural equation models, the training-transfer gain relationship can be independently estimated. Transfer is confirmed if only the trained but not control participants' gain correlation is significant. Modeling data from the Improvement in Memory with Plasticity-based Adaptive Cognitive Training (IMPACT) study (Smith et al., 2009), transfer from speeded auditory discrimination and syllable span to list and text memory and to working memory was demonstrated in 487 adults aged 65–93. Evaluation of age, sex, and education on pretest scores and on change did not alter this. The overlap of the training with transfer measures was also investigated to evaluate the hypothesis that performance gains in a non-verbal speeded auditory discrimination task may be associated with gains on fewer tasks than gains in a verbal working memory task. Gains in speeded processing were associated with gains on one list memory measure. Syllable span gains were associated with improvement in difficult list recall, story recall, and working memory factor scores. Findings confirmed that more overlap with task demands was associated with gains to more of the tasks assessed, suggesting that transfer effects are related to task overlap in multimodal training. Frontiers Media S.A. 2014-08-13 /pmc/articles/PMC4131298/ /pubmed/25165440 http://dx.doi.org/10.3389/fnhum.2014.00617 Text en Copyright © 2014 Zelinski, Peters, Hindin, Petway and Kennison. http://creativecommons.org/licenses/by/3.0/ 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) or licensor 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 | Neuroscience Zelinski, Elizabeth M. Peters, Kelly D. Hindin, Shoshana Petway, Kevin T. Kennison, Robert F. Evaluating the relationship between change in performance on training tasks and on untrained outcomes |
title | Evaluating the relationship between change in performance on training tasks and on untrained outcomes |
title_full | Evaluating the relationship between change in performance on training tasks and on untrained outcomes |
title_fullStr | Evaluating the relationship between change in performance on training tasks and on untrained outcomes |
title_full_unstemmed | Evaluating the relationship between change in performance on training tasks and on untrained outcomes |
title_short | Evaluating the relationship between change in performance on training tasks and on untrained outcomes |
title_sort | evaluating the relationship between change in performance on training tasks and on untrained outcomes |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4131298/ https://www.ncbi.nlm.nih.gov/pubmed/25165440 http://dx.doi.org/10.3389/fnhum.2014.00617 |
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