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Online incidental statistical learning of audiovisual word sequences in adults: a registered report
Statistical learning has been proposed as a key mechanism in language learning. Our main goal was to examine whether adults are capable of simultaneously extracting statistical dependencies in a task where stimuli include a range of structures amenable to statistical learning within a single paradig...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society Publishing
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5830765/ https://www.ncbi.nlm.nih.gov/pubmed/29515876 http://dx.doi.org/10.1098/rsos.171678 |
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author | Kuppuraj, Sengottuvel Duta, Mihaela Thompson, Paul Bishop, Dorothy |
author_facet | Kuppuraj, Sengottuvel Duta, Mihaela Thompson, Paul Bishop, Dorothy |
author_sort | Kuppuraj, Sengottuvel |
collection | PubMed |
description | Statistical learning has been proposed as a key mechanism in language learning. Our main goal was to examine whether adults are capable of simultaneously extracting statistical dependencies in a task where stimuli include a range of structures amenable to statistical learning within a single paradigm. We devised an online statistical learning task using real word auditory–picture sequences that vary in two dimensions: (i) predictability and (ii) adjacency of dependent elements. This task was followed by an offline recall task to probe learning of each sequence type. We registered three hypotheses with specific predictions. First, adults would extract regular patterns from continuous stream (effect of grammaticality). Second, within grammatical conditions, they would show differential speeding up for each condition as a factor of statistical complexity of the condition and exposure. Third, our novel approach to measure online statistical learning would be reliable in showing individual differences in statistical learning ability. Further, we explored the relation between statistical learning and a measure of verbal short-term memory (STM). Forty-two participants were tested and retested after an interval of at least 3 days on our novel statistical learning task. We analysed the reaction time data using a novel regression discontinuity approach. Consistent with prediction, participants showed a grammaticality effect, agreeing with the predicted order of difficulty for learning different statistical structures. Furthermore, a learning index from the task showed acceptable test–retest reliability (r = 0.67). However, STM did not correlate with statistical learning. We discuss the findings noting the benefits of online measures in tracking the learning process. |
format | Online Article Text |
id | pubmed-5830765 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | The Royal Society Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-58307652018-03-07 Online incidental statistical learning of audiovisual word sequences in adults: a registered report Kuppuraj, Sengottuvel Duta, Mihaela Thompson, Paul Bishop, Dorothy R Soc Open Sci Psychology and Cognitive Neuroscience Statistical learning has been proposed as a key mechanism in language learning. Our main goal was to examine whether adults are capable of simultaneously extracting statistical dependencies in a task where stimuli include a range of structures amenable to statistical learning within a single paradigm. We devised an online statistical learning task using real word auditory–picture sequences that vary in two dimensions: (i) predictability and (ii) adjacency of dependent elements. This task was followed by an offline recall task to probe learning of each sequence type. We registered three hypotheses with specific predictions. First, adults would extract regular patterns from continuous stream (effect of grammaticality). Second, within grammatical conditions, they would show differential speeding up for each condition as a factor of statistical complexity of the condition and exposure. Third, our novel approach to measure online statistical learning would be reliable in showing individual differences in statistical learning ability. Further, we explored the relation between statistical learning and a measure of verbal short-term memory (STM). Forty-two participants were tested and retested after an interval of at least 3 days on our novel statistical learning task. We analysed the reaction time data using a novel regression discontinuity approach. Consistent with prediction, participants showed a grammaticality effect, agreeing with the predicted order of difficulty for learning different statistical structures. Furthermore, a learning index from the task showed acceptable test–retest reliability (r = 0.67). However, STM did not correlate with statistical learning. We discuss the findings noting the benefits of online measures in tracking the learning process. The Royal Society Publishing 2018-02-21 /pmc/articles/PMC5830765/ /pubmed/29515876 http://dx.doi.org/10.1098/rsos.171678 Text en © 2018 The Authors. http://creativecommons.org/licenses/by/4.0/ Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Psychology and Cognitive Neuroscience Kuppuraj, Sengottuvel Duta, Mihaela Thompson, Paul Bishop, Dorothy Online incidental statistical learning of audiovisual word sequences in adults: a registered report |
title | Online incidental statistical learning of audiovisual word sequences in adults: a registered report |
title_full | Online incidental statistical learning of audiovisual word sequences in adults: a registered report |
title_fullStr | Online incidental statistical learning of audiovisual word sequences in adults: a registered report |
title_full_unstemmed | Online incidental statistical learning of audiovisual word sequences in adults: a registered report |
title_short | Online incidental statistical learning of audiovisual word sequences in adults: a registered report |
title_sort | online incidental statistical learning of audiovisual word sequences in adults: a registered report |
topic | Psychology and Cognitive Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5830765/ https://www.ncbi.nlm.nih.gov/pubmed/29515876 http://dx.doi.org/10.1098/rsos.171678 |
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