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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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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. |
format | Online Article Text |
id | pubmed-9418599 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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