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Large-scale physical activity data reveal worldwide activity inequality
Understanding the basic principles that govern physical activity is needed to curb the global pandemic of physical inactivity(1–7) and the 5.3 million deaths per year associated with in-activity(2). Our knowledge, however, remains limited owing to the lack of large-scale measurements of physical act...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5774986/ https://www.ncbi.nlm.nih.gov/pubmed/28693034 http://dx.doi.org/10.1038/nature23018 |
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author | Althoff, Tim Sosič, Rok Hicks, Jennifer L. King, Abby C. Delp, Scott L. Leskovec, Jure |
author_facet | Althoff, Tim Sosič, Rok Hicks, Jennifer L. King, Abby C. Delp, Scott L. Leskovec, Jure |
author_sort | Althoff, Tim |
collection | PubMed |
description | Understanding the basic principles that govern physical activity is needed to curb the global pandemic of physical inactivity(1–7) and the 5.3 million deaths per year associated with in-activity(2). Our knowledge, however, remains limited owing to the lack of large-scale measurements of physical activity patterns across free-living populations worldwide(1, 6). Here, we leverage the wide usage of smartphones with built-in accelerometry to measure physical activity at planetary scale. We study a dataset consisting of 68 million days of physical activity for 717,527 people, giving us a window into activity in 111 countries across the globe. We find inequality in how activity is distributed within countries and that this inequality is a better predictor of obesity prevalence in the population than average activity volume. Reduced activity in females contributes to a large portion of the observed activity inequality. Aspects of the built environment, such as the walkability of a city, were associated with less gender gap in activity and activity inequality. In more walkable cities, activity is greater throughout the day and throughout the week, across age, gender, and body mass index (BMI) groups, with the greatest increases in activity for females. Our findings have implications for global public health policy and urban planning and highlight the role of activity inequality and the built environment for improving physical activity and health. |
format | Online Article Text |
id | pubmed-5774986 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
record_format | MEDLINE/PubMed |
spelling | pubmed-57749862018-01-19 Large-scale physical activity data reveal worldwide activity inequality Althoff, Tim Sosič, Rok Hicks, Jennifer L. King, Abby C. Delp, Scott L. Leskovec, Jure Nature Article Understanding the basic principles that govern physical activity is needed to curb the global pandemic of physical inactivity(1–7) and the 5.3 million deaths per year associated with in-activity(2). Our knowledge, however, remains limited owing to the lack of large-scale measurements of physical activity patterns across free-living populations worldwide(1, 6). Here, we leverage the wide usage of smartphones with built-in accelerometry to measure physical activity at planetary scale. We study a dataset consisting of 68 million days of physical activity for 717,527 people, giving us a window into activity in 111 countries across the globe. We find inequality in how activity is distributed within countries and that this inequality is a better predictor of obesity prevalence in the population than average activity volume. Reduced activity in females contributes to a large portion of the observed activity inequality. Aspects of the built environment, such as the walkability of a city, were associated with less gender gap in activity and activity inequality. In more walkable cities, activity is greater throughout the day and throughout the week, across age, gender, and body mass index (BMI) groups, with the greatest increases in activity for females. Our findings have implications for global public health policy and urban planning and highlight the role of activity inequality and the built environment for improving physical activity and health. 2017-07-10 2017-07-20 /pmc/articles/PMC5774986/ /pubmed/28693034 http://dx.doi.org/10.1038/nature23018 Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use: http://www.nature.com/authors/editorial_policies/license.html#terms Reprints and permissions information is available at www.nature.com/reprints. |
spellingShingle | Article Althoff, Tim Sosič, Rok Hicks, Jennifer L. King, Abby C. Delp, Scott L. Leskovec, Jure Large-scale physical activity data reveal worldwide activity inequality |
title | Large-scale physical activity data reveal worldwide activity inequality |
title_full | Large-scale physical activity data reveal worldwide activity inequality |
title_fullStr | Large-scale physical activity data reveal worldwide activity inequality |
title_full_unstemmed | Large-scale physical activity data reveal worldwide activity inequality |
title_short | Large-scale physical activity data reveal worldwide activity inequality |
title_sort | large-scale physical activity data reveal worldwide activity inequality |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5774986/ https://www.ncbi.nlm.nih.gov/pubmed/28693034 http://dx.doi.org/10.1038/nature23018 |
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