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Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death

Sudden Unexpected Death in Epilepsy (SUDEP) remains a leading cause of death in people with epilepsy. Despite the constant risk for patients and bereavement to family members, to date the physiological mechanisms of SUDEP remain unknown. Here we explore the potential to identify putative predictive...

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Detalles Bibliográficos
Autores principales: Wood, Ian B., Correia, Rion Brattig, Miller, Wendy R., Rocha, Luis M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10582639/
https://www.ncbi.nlm.nih.gov/pubmed/35151186
http://dx.doi.org/10.1016/j.yebeh.2022.108580
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author Wood, Ian B.
Correia, Rion Brattig
Miller, Wendy R.
Rocha, Luis M.
author_facet Wood, Ian B.
Correia, Rion Brattig
Miller, Wendy R.
Rocha, Luis M.
author_sort Wood, Ian B.
collection PubMed
description Sudden Unexpected Death in Epilepsy (SUDEP) remains a leading cause of death in people with epilepsy. Despite the constant risk for patients and bereavement to family members, to date the physiological mechanisms of SUDEP remain unknown. Here we explore the potential to identify putative predictive signals of SUDEP from online digital behavioral data using text and sentiment analysis tools. Specifically, we analyze Facebook timelines of six patients with epilepsy deceased due to SUDEP, donated by surviving family members. We find preliminary evidence for behavioral changes detectable by text and sentiment analysis tools. Namely, in the months preceding their SUDEP event patient social media timelines show: i) increase in verbosity; ii) increased use of functional words; and iii) sentiment shifts as measured by different sentiment analysis tools. Combined, these results suggest that social media engagement, as well as its sentiment, may serve as possible early-warning signals for SUDEP in people with epilepsy. While the small sample of patient timelines analyzed in this study prevents generalization, our preliminary investigation demonstrates the potential of social media data as complementary data in larger studies of SUDEP and epilepsy.
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spelling pubmed-105826392023-10-18 Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death Wood, Ian B. Correia, Rion Brattig Miller, Wendy R. Rocha, Luis M. Epilepsy Behav Article Sudden Unexpected Death in Epilepsy (SUDEP) remains a leading cause of death in people with epilepsy. Despite the constant risk for patients and bereavement to family members, to date the physiological mechanisms of SUDEP remain unknown. Here we explore the potential to identify putative predictive signals of SUDEP from online digital behavioral data using text and sentiment analysis tools. Specifically, we analyze Facebook timelines of six patients with epilepsy deceased due to SUDEP, donated by surviving family members. We find preliminary evidence for behavioral changes detectable by text and sentiment analysis tools. Namely, in the months preceding their SUDEP event patient social media timelines show: i) increase in verbosity; ii) increased use of functional words; and iii) sentiment shifts as measured by different sentiment analysis tools. Combined, these results suggest that social media engagement, as well as its sentiment, may serve as possible early-warning signals for SUDEP in people with epilepsy. While the small sample of patient timelines analyzed in this study prevents generalization, our preliminary investigation demonstrates the potential of social media data as complementary data in larger studies of SUDEP and epilepsy. 2022-03 2022-02-09 /pmc/articles/PMC10582639/ /pubmed/35151186 http://dx.doi.org/10.1016/j.yebeh.2022.108580 Text en https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ).
spellingShingle Article
Wood, Ian B.
Correia, Rion Brattig
Miller, Wendy R.
Rocha, Luis M.
Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death
title Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death
title_full Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death
title_fullStr Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death
title_full_unstemmed Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death
title_short Small cohort of patients with epilepsy showed increased activity on Facebook before sudden unexpected death
title_sort small cohort of patients with epilepsy showed increased activity on facebook before sudden unexpected death
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10582639/
https://www.ncbi.nlm.nih.gov/pubmed/35151186
http://dx.doi.org/10.1016/j.yebeh.2022.108580
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