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  Eye movement-related confounds in neural decoding of visual working memory representations

Mostert, P., Albers, A. M., Brinkman, L., Todorova, L., Kok, P., & De Lange, F. P. (2018). Eye movement-related confounds in neural decoding of visual working memory representations. eNeuro, 5(4): ENEURO.0401-17.2018. doi:10.1523/ENEURO.0401-17.2018.

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© 2018 Mostert et al. This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license, which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.

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Mostert, Pim, Autor
Albers, Anke Marit, Autor
Brinkman, Loek, Autor
Todorova, Lara1, 2, Autor           
Kok, Peter, Autor
De Lange, Floris P., Autor
Affiliations:
1International Max Planck Research School for Language Sciences, MPI for Psycholinguistics, Max Planck Society, ou_1119545              
2Donders Institute for Brain, Cognition and Behaviour, External Organizations, ou_55236              

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 Zusammenfassung: A relatively new analysis technique, known as neural decoding or multivariate pattern analysis (MVPA), has become increasingly popular for cognitive neuroimaging studies over recent years. These techniques promise to uncover the representational contents of neural signals, as well as the underlying code and the dynamic profile thereof. A field in which these techniques have led to novel insights in particular is that of visual working memory (VWM). In the present study, we subjected human volunteers to a combined VWM/imagery task while recording their neural signals using magnetoencephalography (MEG). We applied multivariate decoding analyses to uncover the temporal profile underlying the neural representations of the memorized item. Analysis of gaze position however revealed that our results were contaminated by systematic eye movements, suggesting that the MEG decoding results from our originally planned analyses were confounded. In addition to the eye movement analyses, we also present the original analyses to highlight how these might have readily led to invalid conclusions. Finally, we demonstrate a potential remedy, whereby we train the decoders on a functional localizer that was specifically designed to target bottom-up sensory signals and as such avoids eye movements. We conclude by arguing for more awareness of the potentially pervasive and ubiquitous effects of eye movement-related confounds.

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Sprache(n): eng - English
 Datum: 2018-07-18
 Publikationsstatus: Online veröffentlicht
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 Ort, Verlag, Ausgabe: -
 Inhaltsverzeichnis: -
 Art der Begutachtung: Expertenbegutachtung
 Identifikatoren: DOI: 10.1523/ENEURO.0401-17.2018
 Art des Abschluß: -

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Titel: eNeuro
Genre der Quelle: Zeitschrift
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Ort, Verlag, Ausgabe: Society for Neuroscience
Seiten: - Band / Heft: 5 (4) Artikelnummer: ENEURO.0401-17.2018 Start- / Endseite: - Identifikator: ISSN: 2373-2822
CoNE: https://pure.mpg.de/cone/journals/resource/106249492X