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Dynamic causal modeling of spontaneous fluctuations in skin conductance
Spontaneous fluctuations (SF) in skin conductance are often used to index sympathetic arousal and emotional states. SF are caused by sudomotor nerve activity (SNA), which is a direct indicator of sympathetic arousal. Here, we describe a dynamic causal model (DCM) of how SNA causes SF, and apply vari...
Autores principales: | , , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Blackwell Publishing Inc
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3039749/ https://www.ncbi.nlm.nih.gov/pubmed/20557485 http://dx.doi.org/10.1111/j.1469-8986.2010.01052.x |
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author | Bach, Dominik R Daunizeau, Jean Kuelzow, Nadine Friston, Karl J Dolan, Raymond J |
author_facet | Bach, Dominik R Daunizeau, Jean Kuelzow, Nadine Friston, Karl J Dolan, Raymond J |
author_sort | Bach, Dominik R |
collection | PubMed |
description | Spontaneous fluctuations (SF) in skin conductance are often used to index sympathetic arousal and emotional states. SF are caused by sudomotor nerve activity (SNA), which is a direct indicator of sympathetic arousal. Here, we describe a dynamic causal model (DCM) of how SNA causes SF, and apply variational Bayesian model inversion to infer SNA, given empirically observed SF. The estimated SNA bears a relationship to the number of SF as derived from conventional (semi-visual) analysis. Crucially, we show that, during public speaking induced anxiety, the estimated number of SNA bursts is a better predictor of the (known) psychological state than the number of SF. We suggest dynamic causal modeling of SF potentially allows a more precise and informed inference about arousal than purely descriptive methods. |
format | Text |
id | pubmed-3039749 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Blackwell Publishing Inc |
record_format | MEDLINE/PubMed |
spelling | pubmed-30397492011-02-19 Dynamic causal modeling of spontaneous fluctuations in skin conductance Bach, Dominik R Daunizeau, Jean Kuelzow, Nadine Friston, Karl J Dolan, Raymond J Psychophysiology Original Articles Spontaneous fluctuations (SF) in skin conductance are often used to index sympathetic arousal and emotional states. SF are caused by sudomotor nerve activity (SNA), which is a direct indicator of sympathetic arousal. Here, we describe a dynamic causal model (DCM) of how SNA causes SF, and apply variational Bayesian model inversion to infer SNA, given empirically observed SF. The estimated SNA bears a relationship to the number of SF as derived from conventional (semi-visual) analysis. Crucially, we show that, during public speaking induced anxiety, the estimated number of SNA bursts is a better predictor of the (known) psychological state than the number of SF. We suggest dynamic causal modeling of SF potentially allows a more precise and informed inference about arousal than purely descriptive methods. Blackwell Publishing Inc 2011-02 /pmc/articles/PMC3039749/ /pubmed/20557485 http://dx.doi.org/10.1111/j.1469-8986.2010.01052.x Text en Copyright © 2011 by the Society for Psychophysiological Research http://creativecommons.org/licenses/by/2.5/ Re-use of this article is permitted in accordance with the Creative Commons Deed, Attribution 2.5, which does not permit commercial exploitation. |
spellingShingle | Original Articles Bach, Dominik R Daunizeau, Jean Kuelzow, Nadine Friston, Karl J Dolan, Raymond J Dynamic causal modeling of spontaneous fluctuations in skin conductance |
title | Dynamic causal modeling of spontaneous fluctuations in skin conductance |
title_full | Dynamic causal modeling of spontaneous fluctuations in skin conductance |
title_fullStr | Dynamic causal modeling of spontaneous fluctuations in skin conductance |
title_full_unstemmed | Dynamic causal modeling of spontaneous fluctuations in skin conductance |
title_short | Dynamic causal modeling of spontaneous fluctuations in skin conductance |
title_sort | dynamic causal modeling of spontaneous fluctuations in skin conductance |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3039749/ https://www.ncbi.nlm.nih.gov/pubmed/20557485 http://dx.doi.org/10.1111/j.1469-8986.2010.01052.x |
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