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Published estimates of group differences in multisensory integration are inflated

A common measure of multisensory integration is the McGurk effect, an illusion in which incongruent auditory and visual speech are integrated to produce an entirely different percept. Published studies report that participants who differ in age, gender, culture, native language, or traits related to...

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Detalles Bibliográficos
Autores principales: Magnotti, John F., Beauchamp, Michael S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6145544/
https://www.ncbi.nlm.nih.gov/pubmed/30231054
http://dx.doi.org/10.1371/journal.pone.0202908
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author Magnotti, John F.
Beauchamp, Michael S.
author_facet Magnotti, John F.
Beauchamp, Michael S.
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description A common measure of multisensory integration is the McGurk effect, an illusion in which incongruent auditory and visual speech are integrated to produce an entirely different percept. Published studies report that participants who differ in age, gender, culture, native language, or traits related to neurological or psychiatric disorders also differ in their susceptibility to the McGurk effect. These group-level differences are used as evidence for fundamental alterations in sensory processing between populations. Using empirical data and statistical simulations tested under a range of conditions, we show that published estimates of group differences in the McGurk effect are inflated when only statistically significant (p < 0.05) results are published. With a sample size typical of published studies, a group difference of 10% would be reported as 31%. As a consequence of this inflation, follow-up studies often fail to replicate published reports of large between-group differences. Inaccurate estimates of effect sizes and replication failures are especially problematic in studies of clinical populations involving expensive and time-consuming interventions, such as training paradigms to improve sensory processing. Reducing effect size inflation and increasing replicability requires increasing the number of participants by an order of magnitude compared with current practice.
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spelling pubmed-61455442018-09-27 Published estimates of group differences in multisensory integration are inflated Magnotti, John F. Beauchamp, Michael S. PLoS One Research Article A common measure of multisensory integration is the McGurk effect, an illusion in which incongruent auditory and visual speech are integrated to produce an entirely different percept. Published studies report that participants who differ in age, gender, culture, native language, or traits related to neurological or psychiatric disorders also differ in their susceptibility to the McGurk effect. These group-level differences are used as evidence for fundamental alterations in sensory processing between populations. Using empirical data and statistical simulations tested under a range of conditions, we show that published estimates of group differences in the McGurk effect are inflated when only statistically significant (p < 0.05) results are published. With a sample size typical of published studies, a group difference of 10% would be reported as 31%. As a consequence of this inflation, follow-up studies often fail to replicate published reports of large between-group differences. Inaccurate estimates of effect sizes and replication failures are especially problematic in studies of clinical populations involving expensive and time-consuming interventions, such as training paradigms to improve sensory processing. Reducing effect size inflation and increasing replicability requires increasing the number of participants by an order of magnitude compared with current practice. Public Library of Science 2018-09-19 /pmc/articles/PMC6145544/ /pubmed/30231054 http://dx.doi.org/10.1371/journal.pone.0202908 Text en © 2018 Magnotti, Beauchamp http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Magnotti, John F.
Beauchamp, Michael S.
Published estimates of group differences in multisensory integration are inflated
title Published estimates of group differences in multisensory integration are inflated
title_full Published estimates of group differences in multisensory integration are inflated
title_fullStr Published estimates of group differences in multisensory integration are inflated
title_full_unstemmed Published estimates of group differences in multisensory integration are inflated
title_short Published estimates of group differences in multisensory integration are inflated
title_sort published estimates of group differences in multisensory integration are inflated
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6145544/
https://www.ncbi.nlm.nih.gov/pubmed/30231054
http://dx.doi.org/10.1371/journal.pone.0202908
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