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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...

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Autores principales: Kuppuraj, Sengottuvel, Duta, Mihaela, Thompson, Paul, Bishop, Dorothy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society Publishing 2018
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.
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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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