Large-scale physical activity data reveal worldwide activity inequality

被引:629
|
作者
Althoff, Tim [1 ]
Sosic, Rok [1 ]
Hicks, Jennifer L. [2 ]
King, Abby C. [3 ,4 ]
Delp, Scott L. [2 ,5 ]
Leskovec, Jure [1 ,6 ]
机构
[1] Stanford Univ, Dept Comp Sci, Stanford, CA 94305 USA
[2] Stanford Univ, Dept Bioengn, Stanford, CA 94305 USA
[3] Stanford Univ, Sch Med, Dept Hlth Res & Policy, Stanford, CA 94305 USA
[4] Stanford Univ, Sch Med, Stanford Prevent Res Ctr, Dept Med, Stanford, CA 94305 USA
[5] Stanford Univ, Dept Mech Engn, Stanford, CA 94305 USA
[6] Chan Zuckerberg Biohub, San Francisco, CA 94158 USA
基金
美国国家卫生研究院;
关键词
INCOME INEQUALITY; HEALTH; VALIDATION; INACTIVITY; BEHAVIORS; MORTALITY; TRACKING; PROGRESS; SLEEP; STEPS;
D O I
10.1038/nature23018
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
To be able to curb the global pandemic of physical inactivity(1-7) and the associated 5.3 million deaths per year(2), we need to understand the basic principles that govern physical activity. However, there is a 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 the global 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, are associated with a smaller gender gap in activity and lower 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 found 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 in improving physical activity and health.
引用
收藏
页码:336 / +
页数:16
相关论文
共 50 条
  • [41] LARGE-SCALE SPATIALLY ORGANIZED ACTIVITY IN NEURAL NETS
    ERMENTROUT, GB
    COWAN, JD
    SIAM JOURNAL ON APPLIED MATHEMATICS, 1980, 38 (01) : 1 - 21
  • [42] Large-scale transcriptional activity in chromosomes 21 and 22
    Kapranov, P
    Cawley, SE
    Drenkow, J
    Bekiranov, S
    Strausberg, RL
    Fodor, SPA
    Gingeras, TR
    SCIENCE, 2002, 296 (5569) : 916 - 919
  • [43] Big data vs accurate data in health research: Large-scale physical activity monitoring, smartphones, wearable devices and risk of unconscious bias
    Brodie, M. A.
    Pliner, E. M.
    Ho, A.
    Li, Kalina
    Chen, Z.
    Gandevi, S. C.
    Lord, S. R.
    MEDICAL HYPOTHESES, 2018, 119 : 32 - 36
  • [44] How Gamification Affects Physical Activity: Large-scale Analysis of Walking Challenges in a Mobile Application
    Shameli, Ali
    Althoff, Tim
    Saberi, Amin
    Leskovec, Jure
    WWW'17 COMPANION: PROCEEDINGS OF THE 26TH INTERNATIONAL CONFERENCE ON WORLD WIDE WEB, 2017, : 455 - 463
  • [45] Effects of a digital intervention on physical activity in adults: A randomized controlled trial in a large-scale sample
    Fichtner, Urs Alexander
    Tinsel, Iris
    Sehlbrede, Matthias
    Maiwald, Phillip
    Bischoff, Martina
    Metzner, Gloria
    Schlett, Christian
    Brame, Judith
    Kohl, Jan
    Konig, Daniel
    Bredenkamp, Rainer
    Wurst, Ramona
    Farin-Glattacker, Erik
    INTERNET INTERVENTIONS-THE APPLICATION OF INFORMATION TECHNOLOGY IN MENTAL AND BEHAVIOURAL HEALTH, 2024, 37
  • [46] The music of the hemispheres: Cortical eigenmodes as a physical basis for large-scale brain activity and connectivity patterns
    Muller, Eli J.
    Munn, Brandon R.
    Aquino, Kevin M.
    Shine, James M.
    Robinson, Peter A.
    FRONTIERS IN HUMAN NEUROSCIENCE, 2022, 16
  • [47] Influence of small-scale dynamics on large-scale solar activity
    DeRosa, ML
    LARGE-SCALE STRUCTURES AND THEIR ROLE IN SOLAR ACTIVITY, 2005, 346 : 337 - 352
  • [48] Large-scale genomic data reveal the phylogeny and evolution of owlet moths (Noctuoidea)
    Li, Xuankun
    Breinholt, Jesse W.
    Martinez, Jose I.
    Keegan, Kevin
    Ellis, Emily A.
    Homziak, Nicholas T.
    Zwick, Andreas
    Storer, Caroline G.
    McKenna, Duane
    Kawahara, Akito Y.
    CLADISTICS, 2024, 40 (01) : 21 - 33
  • [49] Large-Scale Medical Crowdfunding Data Reveal Determinants and Preferences of Donation Behaviors
    Wang, Mengning
    Cai, Mengsi
    Guo, Shuhui
    Li, Mengjun
    Tan, Xu
    Ou, Chaomin
    Lu, Xin
    IEEE TRANSACTIONS ON COMPUTATIONAL SOCIAL SYSTEMS, 2024, 11 (01) : 1062 - 1074
  • [50] Understanding inequality in US farm subsidies using large-scale administrative data
    Yu, Jisang
    Lim, Sunghun
    AMERICAN JOURNAL OF AGRICULTURAL ECONOMICS, 2024,