Intraday adaptation to extreme temperatures in outdoor activity

被引:18
作者
Fan, Yichun [1 ,2 ]
Wang, Jianghao [1 ,2 ,3 ]
Obradovich, Nick [4 ]
Zheng, Siqi [1 ,2 ]
机构
[1] MIT, Dept Urban Studies & Planning, Sustainable Urbanizat Lab, Cambridge, MA 02139 USA
[2] MIT, Ctr Real Estate, Cambridge, MA 02139 USA
[3] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing, Peoples R China
[4] Project Regenerat, Mill Valley, CA USA
基金
中国国家自然科学基金;
关键词
CLIMATE-CHANGE; PHYSICAL-ACTIVITY; HUMAN HEALTH; WEATHER; RHYTHM; TIME;
D O I
10.1038/s41598-022-26928-y
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
Linkages between climate and human activity are often calibrated at daily or monthly resolutions, which lacks the granularity to observe intraday adaptation behaviors. Ignoring this adaptation margin could mischaracterize the health consequences of future climate change. Here, we construct an hourly outdoor leisure activity database using billions of cell phone location requests in 10,499 parks in 2017 all over China to investigate the within-day outdoor activity rhythm. We find that hourly temperatures above 30 degrees C and 35 degrees C depress outdoor leisure activities by 5% (95% confidence interval, CI 3-7%) and by 13% (95% CI 10-16%) respectively. This activity-depressing effect is larger than previous daily or monthly studies due to intraday activity substitution from noon and afternoon to morning and evening. Intraday adaptation is larger for locations and dates with time flexibility, for individuals more frequently exposed to heat, and for parks situated in urban areas. Such within-day adaptation substantially reduces heat exposure, yet it also delays the active time at night by about half an hour, with potential side effect on sleep quality. Combining empirical estimates with outputs from downscaled climate models, we show that unmitigated climate change will generate sizable activity-depressing and activity-delaying effects in summer when projected on an hourly resolution. Our findings call for more attention in leveraging real-time activity data to understand intraday adaptation behaviors and their associated health consequences in climate change research.
引用
收藏
页数:11
相关论文
共 66 条
[1]   Shift work: coping with the biological clock [J].
Arendt, Josephine .
OCCUPATIONAL MEDICINE-OXFORD, 2010, 60 (01) :10-20
[2]   Convergence in Adaptation to Climate Change: Evidence from High Temperatures and Mortality, 1900-2004 [J].
Barreca, Alan ;
Clay, Karen ;
Deschenes, Olivier ;
Greenstone, Michael ;
Shapiro, Joseph S. .
AMERICAN ECONOMIC REVIEW, 2015, 105 (05) :247-251
[3]   Weather impacts expressed sentiment [J].
Baylis, Patrick ;
Obradovich, Nick ;
Kryvasheyeu, Yury ;
Chen, Haohui ;
Coviello, Lorenzo ;
Moro, Esteban ;
Cebrian, Manuel ;
Fowler, James H. .
PLOS ONE, 2018, 13 (04)
[4]   A systematic global stocktake of evidence on human adaptation to climate change [J].
Berrang-Ford, Lea ;
Siders, A. R. ;
Lesnikowski, Alexandra ;
Fischer, Alexandra Paige ;
Callaghan, Max W. ;
Haddaway, Neal R. ;
Mach, Katharine J. ;
Araos, Malcolm ;
Shah, Mohammad Aminur Rahman ;
Wannewitz, Mia ;
Doshi, Deepal ;
Leiter, Timo ;
Matavel, Custodio ;
Musah-Surugu, Justice Issah ;
Wong-Parodi, Gabrielle ;
Antwi-Agyei, Philip ;
Ajibade, Idowu ;
Chauhan, Neha ;
Kakenmaster, William ;
Grady, Caitlin ;
Chalastani, Vasiliki, I ;
Jagannathan, Kripa ;
Galappaththi, Eranga K. ;
Sitati, Asha ;
Scarpa, Giulia ;
Totin, Edmond ;
Davis, Katy ;
Hamilton, Nikita Charles ;
Kirchhoff, Christine J. ;
Kumar, Praveen ;
Pentz, Brian ;
Simpson, Nicholas P. ;
Theokritoff, Emily ;
Deryng, Delphine ;
Reckien, Diana ;
Zavaleta-Cortijo, Carol ;
Ulibarri, Nicola ;
Segnon, Alcade C. ;
Khavhagali, Vhalinavho ;
Shang, Yuanyuan ;
Zvobgo, Luckson ;
Zommers, Zinta ;
Xu, Jiren ;
Williams, Portia Adade ;
Canosa, Ivan Villaverde ;
van Maanen, Nicole ;
van Bavel, Bianca ;
van Aalst, Maarten ;
Turek-Hankins, Lynee L. ;
Trivedi, Hasti .
NATURE CLIMATE CHANGE, 2021, 11 (11) :989-+
[5]   Systematic mapping of global research on climate and health: a machine learning review [J].
Berrang-Ford, Lea ;
Sietsma, Anne J. ;
Callaghan, Max ;
Minx, Jan C. ;
Scheelbeek, Pauline F. D. ;
Haddaway, Neal R. ;
Haines, Andy ;
Dangour, Alan D. .
LANCET PLANETARY HEALTH, 2021, 5 (08) :E514-E525
[6]   Higher temperatures increase suicide rates in the United States and Mexico [J].
Burke, Marshall ;
Gonzalez, Felipe ;
Bayliss, Patrick ;
Heft-Neal, Sam ;
Baysan, Ceren ;
Basu, Sanjay ;
Hsiang, Solomon .
NATURE CLIMATE CHANGE, 2018, 8 (08) :723-+
[7]   A Guide to Updating the US Government's Social Cost of Carbon [J].
Carleton, Tamma ;
Greenstone, Michael .
REVIEW OF ENVIRONMENTAL ECONOMICS AND POLICY, 2022, 16 (02) :196-218
[8]   Valuing the Global Mortality Consequences of Climate Change Accounting for Adaptation Costs and Benefits* [J].
Carleton, Tamma ;
Jina, Amir ;
Delgado, Michael ;
Greenstone, Michael ;
Houser, Trevor ;
Hsiang, Solomon ;
Hultgren, Andrew ;
Kopp, Robert E. ;
McCusker, Kelly E. ;
Nath, Ishan ;
Rising, James ;
Rode, Ashwin ;
Seo, Hee Kwon ;
Viaene, Arvid ;
Yuan, Jiacan ;
Zhang, Alice Tianbo .
QUARTERLY JOURNAL OF ECONOMICS, 2022, 137 (04) :2037-2105
[9]   Defining and classifying personal and household climate change adaptation behaviors [J].
Carman, Jennifer P. ;
Zint, Michaela T. .
GLOBAL ENVIRONMENTAL CHANGE-HUMAN AND POLICY DIMENSIONS, 2020, 61
[10]   Strong association of the rest-activity rhythm with well-being in demented elderly women [J].
Carvalho-Bos, S. Sandra ;
Riemersma-van der Lek, Rixt F. ;
Waterhouse, Jim ;
Reilly, Thomas ;
Van Someren, Eus J. W. .
AMERICAN JOURNAL OF GERIATRIC PSYCHIATRY, 2007, 15 (02) :92-100