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Temporal clusters of age-related behavioral alterations captured in smartphone touchscreen interactions

Smartphones touchscreen interactions may help resolve if and how real-world behavioral dynamics are shaped by aging. Here, in a sample spanning the adult life span (16 to 86 years, N = 598, accumulating 355 million interactions), we clustered the smartphone interactions according to their next inter...

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Detalles Bibliográficos
Autores principales: Ceolini, Enea, Kock, Ruchella, Band, Guido P.H., Stoet, Gijsbert, Ghosh, Arko
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9418599/
https://www.ncbi.nlm.nih.gov/pubmed/36039357
http://dx.doi.org/10.1016/j.isci.2022.104791
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author Ceolini, Enea
Kock, Ruchella
Band, Guido P.H.
Stoet, Gijsbert
Ghosh, Arko
author_facet Ceolini, Enea
Kock, Ruchella
Band, Guido P.H.
Stoet, Gijsbert
Ghosh, Arko
author_sort Ceolini, Enea
collection PubMed
description Smartphones touchscreen interactions may help resolve if and how real-world behavioral dynamics are shaped by aging. Here, in a sample spanning the adult life span (16 to 86 years, N = 598, accumulating 355 million interactions), we clustered the smartphone interactions according to their next inter-touch interval dynamics. There were age-related behavioral losses at the clusters occupying short intervals (∼100 ms, R(2) ∼ 0.8) but gains at the long intervals (∼4 s, R(2) ∼ 0.4). Our approach revealed a sophisticated form of behavioral aging where individuals simultaneously demonstrated accelerated aging in one behavioral cluster versus a deceleration in another. Contrary to the common notion of a simple behavioral decline with age based on conventional cognitive tests, we show that the nature of aging systematically varies according to the underlying dynamics. Of all the imaginable factors determining smartphone interactions, age-sensitive cognitive and behavioral processes may dominatingly shape smartphone dynamics.
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spelling pubmed-94185992022-08-28 Temporal clusters of age-related behavioral alterations captured in smartphone touchscreen interactions Ceolini, Enea Kock, Ruchella Band, Guido P.H. Stoet, Gijsbert Ghosh, Arko iScience Article Smartphones touchscreen interactions may help resolve if and how real-world behavioral dynamics are shaped by aging. Here, in a sample spanning the adult life span (16 to 86 years, N = 598, accumulating 355 million interactions), we clustered the smartphone interactions according to their next inter-touch interval dynamics. There were age-related behavioral losses at the clusters occupying short intervals (∼100 ms, R(2) ∼ 0.8) but gains at the long intervals (∼4 s, R(2) ∼ 0.4). Our approach revealed a sophisticated form of behavioral aging where individuals simultaneously demonstrated accelerated aging in one behavioral cluster versus a deceleration in another. Contrary to the common notion of a simple behavioral decline with age based on conventional cognitive tests, we show that the nature of aging systematically varies according to the underlying dynamics. Of all the imaginable factors determining smartphone interactions, age-sensitive cognitive and behavioral processes may dominatingly shape smartphone dynamics. Elsevier 2022-08-05 /pmc/articles/PMC9418599/ /pubmed/36039357 http://dx.doi.org/10.1016/j.isci.2022.104791 Text en © 2022 The Author(s) 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/).
spellingShingle Article
Ceolini, Enea
Kock, Ruchella
Band, Guido P.H.
Stoet, Gijsbert
Ghosh, Arko
Temporal clusters of age-related behavioral alterations captured in smartphone touchscreen interactions
title Temporal clusters of age-related behavioral alterations captured in smartphone touchscreen interactions
title_full Temporal clusters of age-related behavioral alterations captured in smartphone touchscreen interactions
title_fullStr Temporal clusters of age-related behavioral alterations captured in smartphone touchscreen interactions
title_full_unstemmed Temporal clusters of age-related behavioral alterations captured in smartphone touchscreen interactions
title_short Temporal clusters of age-related behavioral alterations captured in smartphone touchscreen interactions
title_sort temporal clusters of age-related behavioral alterations captured in smartphone touchscreen interactions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9418599/
https://www.ncbi.nlm.nih.gov/pubmed/36039357
http://dx.doi.org/10.1016/j.isci.2022.104791
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