地理学报 ›› 2021, Vol. 76 ›› Issue (8): 1965-1975.doi: 10.11821/dlxb202108011
收稿日期:
2020-06-12
修回日期:
2021-07-08
出版日期:
2021-08-25
发布日期:
2021-10-25
通讯作者:
刘晔(1986-), 男, 广东广州人, 教授, 博士生导师, 研究方向为人口地理、健康地理和城市地理。E-mail: liuye25@mail.sysu.edu.cn作者简介:
袁媛(1976-), 女, 浙江绍兴人, 教授, 博士生导师, 研究方向为健康社区与规划、城市贫困等。E-mail: yyuanah@163.com
基金资助:
YUAN Yuan1,2(), CHEN Yujie1, LIU Ye1,2(
), DING Kaili3
Received:
2020-06-12
Revised:
2021-07-08
Published:
2021-08-25
Online:
2021-10-25
Supported by:
摘要:
良好的城市生态环境有益于居民的健康福祉。至今鲜有研究阐明绿化环境对中国城市居民健康的心理—社会—行为机制。本文运用广州调查问卷数据、遥感影像数据和百度街景数据,提取多种社区绿化指标,并运用多层线性回归模型和中介效应分析技术,阐明社区绿化环境影响居民自评健康的路径和机制,定量测度社区绿化环境的健康效应在不同社会群体间的差异。研究发现:① 社区绿化水平与居民的自评健康水平存在显著关联;② 社区绿化通过缓解心理压力提升居民的自评健康水平;③ 社区绿化的健康效应在不同收入群体和不同性别群体之间存在明显差异,表现为社区绿化水平与健身时长和心理压力的关系,中低收入群体强于高收入群体,女性群体强于男性群体。本文以期丰富健康地理学视角下的绿化环境与公共健康的实证研究,并为健康社区建设和人居环境提升提供科学依据。
袁媛, 陈玉洁, 刘晔, 丁凯丽. 广州社区绿化环境对居民自评健康的邻里影响[J]. 地理学报, 2021, 76(8): 1965-1975.
YUAN Yuan, CHEN Yujie, LIU Ye, DING Kaili. The neighborhood effect of residential greenery on residents' self-rated health:A case study of Guangzhou, China[J]. Acta Geographica Sinica, 2021, 76(8): 1965-1975.
表1
变量的描述性统计
变量 | 均值/比重 (标准差) | 变量 | 均值/比重 (标准差) | 变量 | 均值/比重 (标准差) |
---|---|---|---|---|---|
年龄 | 42.81(13.753) | 性别 | 自评健康水平 | 12.624(1.864) | |
户口 | 男性占比(%) | 49.10 | NDVI_1000 m | 0.117(0.093) | |
本市(%) | 77.30 | 女性占比(%) | 50.90 | 公园绿地占比 | 0.033(0.023) |
外地(%) | 22.70 | 个人月收入(元/月) | 绿视率 | 0.215(0.074) | |
学历 | 0~1499(%) | 2.40 | 最近公园的距离 | 0.843(0.328) | |
初中及以下占比(%) | 16.90 | 1500~4999(%) | 44.30 | 健身时长 | 4.485(3.395) |
高中/中专/大专占比(%) | 65.40 | 5000~8999(%) | 46.20 | 心理压力 | 1.794(0.790) |
本科及以上占比(%) | 17.70 | > 9000(%) | 7.10 | 社会交往 | 17.913(3.480) |
表2
社区绿化环境与自评健康、健身时长、心理压力和社会交往的关联及中介效应
指标 | 模型1 因变量:自评健康(路径A) | 模型1a 因变量:健身时长(路径B) | 模型1b 因变量:心理压力(路径C) | 模型1c 因变量:社会交往(路径D) | 模型2 因变量:自评健康(路径A、B'、C'、D') | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
系数估计值 | 标准误 | 系数估计值 | 标准误 | 系数估计值 | 标准误 | 系数估计值 | 标准误 | 系数估计值 | 标准误 | |||||
绿化环境 | ||||||||||||||
NDVI_1000m | 1.584*** | 0.589 | 3.353** | 1.318 | 0.202 | 0.338 | 1.091 | 1.266 | 1.757*** | 0.571 | ||||
公园绿地占比 | 1.489* | 0.692 | 2.364 | 1.545 | 0.296* | 0.304 | 2.101 | 1.157 | 1.719** | 0.670 | ||||
绿视率 | -1.418*** | 0.537 | 2.890** | 1.190 | 0.838*** | 0.303 | 0.287 | 1.157 | -1.428** | 0.521 | ||||
最近公园的距离 | -1.970*** | 0.533 | -2.868** | 1.189 | 0.591* | 0.304 | -2.036* | 1.147 | -1.786*** | 0.519 | ||||
中介变量 | ||||||||||||||
健身时长 | 0.022 | 0.017 | ||||||||||||
心理压力 | -0.431*** | 0.075 | ||||||||||||
社会交往 | 0.003 | 0.016 | ||||||||||||
个体属性 | ||||||||||||||
性别(参照组:男) | -0.374** | 0.101 | -0.389* | 0.208 | -0.055 | 0.048 | -0.565* | 0.235 | -0.397*** | 0.010 | ||||
年龄 | -0.770*** | 0.062 | 0.958*** | 0.131 | 0.086*** | 0.030 | 0.134 | 0.148 | -0.699*** | 0.065 | ||||
户口(参照组:本市) | -0.021 | 0.054 | 0.157 | 0.309 | 0.147 | 0.096 | -0.376 | 0.679 | -0.003** | 0.147 | ||||
教育(参照组:初中及以下) | ||||||||||||||
高中中专大专 | 0.394 | 0.172 | 0.095 | 0.352 | -0.052 | 0.081 | 0.526 | 0.397 | 0.385 | 0.168 | ||||
本科及以上 | 0.579** | 0.227 | 0.531 | 0.466 | -0.124 | 0.108 | 0.395 | 0.524 | 0.555 | 0.221 | ||||
收入 | 0.152 | 0.119 | -0.429* | 0.174 | -0.524*** | 0.162 | -0.237 | 0.198 | 0.135 | 0.084 | ||||
组间方差 | 0.442 | 2.251 | 0.151 | 1.985 | 0.407 | |||||||||
组内方差 | 1.752 | 7.351 | 0.391 | 9.467 | 1.679 | |||||||||
对数似然值 | -1313.042 | -1858.136 | -750.564 | -1949.368 | -1296.430 | |||||||||
AIC | 2655.731 | 3750.272 | 1535.564 | 3928.736 | 2628.861 |
表4
社区绿化对不同群体健康影响的分层分析(收入与性别)
指标 | 模型3 因变量:自评健康 (路径A) | 模型3a' 因变量:自评健康(路径A、B'、C'、D') | 模型4 因变量:自评健康 (路径A) | 模型4a' 因变量:自评健康(路径A、B'、C'、D') | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|
系数 (中低收入) | 系数 (高收入) | 系数 (中低收入) | 系数 (高收入) | 系数 (女性) | 系数 (男性) | 系数 (女性) | 系数 (男性) | ||||
绿化环境 | |||||||||||
NDVI_1000 m | 1.163* | 1.856*** | 1.448** | 1.857*** | 1.366** | 1.647** | 1.629*** | 1.532** | |||
公园绿地占比 | 1.630** | 1.483** | 1.941** | 1.498** | 0.998** | 2.059*** | 1.439** | 1.974*** | |||
绿视率 | 1.273* | 1.527*** | 0.710** | 1.299** | -0.802 | -1.887*** | -0.251 | -1.894*** | |||
最近公园的距离 | -1.273* | -2.431*** | -1.112*** | -2.142*** | -2.319*** | -1.549*** | -2.034*** | -1.359** | |||
中介变量 | |||||||||||
健身时长 | -0.049* | 0.034 | -0.063** | 0.033 | |||||||
心理压力 | -0.538*** | -0.354*** | -0.612*** | -0.173* | |||||||
社会交往 | 0.001 | -0.005 | 0.010 | -0.003 | |||||||
组间方差 | 0.526 | 0.428 | 0.481 | 0.338 | 0.462 | 0.489 | 0.403 | 0.430 | |||
组内方差 | 2.302 | 1.245 | 2.137 | 1.215 | 1.787 | 1.513 | 1.616 | 1.506 | |||
对数似然值 | -664.696 | -640.479 | -651.443 | -633.171 | -677.395 | -626.098 | -657.723 | -623.857 | |||
AIC | 1357.393 | 1308.957 | 1336.886 | 1300.455 | 1386.790 | 1284.195 | 1353.446 | 1285.715 |
[1] |
Diez Roux A V, Mair C. Neighborhoods and health. Annals of the New York Academy of Sciences, 2010, 1186(1):125-145.
doi: 10.1111/j.1749-6632.2009.05333.x |
[2] | Wilson W. The Truly Disadvantaged: The Inner City, the Underclass, and Public Policy. Chicago: University of Chicago Press, 1987. |
[3] |
Ellen I G, Mijanovich T, Dillman K N. Neighborhood effects on health: Exploring the links and assessing the evidence. Journal of Urban Affairs, 2001, 23(3-4):391-408.
doi: 10.1111/0735-2166.00096 |
[4] |
Lachowycz K, Jones A P. Towards a better understanding of the relationship between greenspace and health: Development of a theoretical framework. Landscape and Urban Planning, 2013, 118:62-69.
doi: 10.1016/j.landurbplan.2012.10.012 |
[5] |
Markevych I, Schoierer J, Hartig T, et al. Exploring pathways linking greenspace to health: Theoretical and methodological guidance. Environmental Research, 2017, 158:301-317.
doi: S0013-9351(17)30306-7 pmid: 28672128 |
[6] |
Nieuwenhuijsen M J, Khreis H, Triguero-Mas M, et al. Fifty shades of green: Pathway to healthy urban living. Epidemiology, 2017, 28(1):63-71.
pmid: 27525811 |
[7] |
Cohen-Cline H, Turkheimer E, Duncan G E. Access to green space, physical activity and mental health: A twin study. Journal of Epidemiology and Community Health, 2015, 69(6):523-529.
doi: 10.1136/jech-2014-204667 pmid: 25631858 |
[8] |
Dadvand P, Bartoll X, Basagaña X, et al. Green spaces and general health: Roles of mental health status, social support, and physical activity. Environment International, 2016, 91:161-167.
doi: 10.1016/j.envint.2016.02.029 |
[9] |
Hartig T, Mitchell R, de Vries S, et al. Nature and health. Annual Review of Public Health, 2014, 35:207-228
doi: 10.1146/annurev-publhealth-032013-182443 pmid: 24387090 |
[10] |
Jiang B, Chang C Y, Sullivan W C. A dose of nature: Tree cover, stress reduction, and gender differences. Landscape and Urban Planning, 2014, 132:26-36.
doi: 10.1016/j.landurbplan.2014.08.005 |
[11] |
Liu Y, Wang R Y, Grekousis G, et al. Neighbourhood greenness and mental wellbeing in Guangzhou, China: What are the pathways?. Landscape and Urban Planning, 2019, 190:103602. DOI: 10.1016/j.landurbplan.2019.103602.
doi: 10.1016/j.landurbplan.2019.103602 |
[12] |
van den Berg A E, Maas J, Verheij R A, et al. Green space as a buffer between stressful life events and health. Social Science & Medicine, 2010, 70(8):1203-1210.
doi: 10.1016/j.socscimed.2010.01.002 |
[13] |
de Vries S, Van Dillen S, Groenewegen P, et al. Streetscape greenery and health: Stress, social cohesion and physical activity as mediators. Social Science & Medicine, 2013, 94:26-33.
doi: 10.1016/j.socscimed.2013.06.030 |
[14] |
Grazuleviciene R, Dedele A, Danileviciute A, et al. The influence of proximity to city parks on blood pressure in early pregnancy. International Journal of Environmental Research and Public Health, 2014, 11(3):2958-2972.
doi: 10.3390/ijerph110302958 pmid: 24619158 |
[15] |
Wang R Y, Helbich M, Yao Y, et al. Urban greenery and mental wellbeing in adults: Cross-sectional mediation analyses on multiple pathways across different greenery measures. Environmental Research, 2019, 176:108535. DOI: 10.1016/j.envers.2019.108535.
doi: 10.1016/j.envers.2019.108535 |
[16] | Chiang Y C, Li D Y. Metric or topological proximity? The associations among proximity to parks, the frequency of residents' visits to parks, and perceived stress. Urban Forestry & Urban Greening, 2019, 38:205-214. |
[17] |
Kaplan S. The restorative benefits of nature: Toward an integrative framework. Journal of Environmental Psychology, 1995, 15(3):169-182.
doi: 10.1016/0272-4944(95)90001-2 |
[18] |
Lu Y. Using Google Street View to investigate the association between street greenery and physical activity. Landscape and Urban Planning, 2019, 191:103435. DOI: 10.1016/j.landurbplan.2018.08.029.
doi: 10.1016/j.landurbplan.2018.08.029 |
[19] |
Pietilä M, Neuvonen M, Borodulin K, et al. Relationships between exposure to urban green spaces, physical activity and self-rated health. Journal of Outdoor Recreation and Tourism, 2015, 10:44-54.
doi: 10.1016/j.jort.2015.06.006 |
[20] | Maas J, van Dillen S M E, Verheij R A, et al. Social contacts as a possible mechanism behind the relation between green space and health. Health & Place, 2009, 15(2):586-595. |
[21] |
Althoff T, Sosič R, Hicks J L, et al. Large-scale physical activity data reveal worldwide activity inequality. Nature, 2017, 547(7663):336-339.
doi: 10.1038/nature23018 |
[22] |
de Vries S, Verheij R A, Groenewegen P P, et al. Natural environments-healthy environments? An exploratory analysis of the relationship between greenspace and health. Environment and Planning A: Economy and Space, 2003, 35(10):1717-1731.
doi: 10.1068/a35111 |
[23] |
Cummings J L, Braboy Jackson P. Race, gender, and SES disparities in self-assessed health, 1974-2004. Research on Aging, 2008, 30(2):137-167.
doi: 10.1177/0164027507311835 |
[24] |
Bell J F, Wilson J S, Liu G C. Neighborhood greenness and 2-year changes in body mass index of children and youth. American Journal of Preventive Medicine, 2008, 35(6):547-553.
doi: 10.1016/j.amepre.2008.07.006 |
[25] |
McCormick R. Does access to green space impact the mental well-being of children: A systematic review. Journal of Pediatric Nursing, 2017, 37:3-7.
doi: 10.1016/j.pedn.2017.08.027 |
[26] |
Estabrooks P A, Lee R E, Gyurcsik N C. Resources for physical activity participation: Does availability and accessibility differ by neighborhood socioeconomic status? Annals of Behavioral Medicine, 2003, 25(2):100-104.
pmid: 12704011 |
[27] |
Harris C D, Paul P, Zhang X Y, et al. Park access among school-age youth in the United States. Journal of Physical Activity and Health, 2015, 12(S1):S94-S101.
doi: 10.1123/jpah.2015-0119 |
[28] |
Mitchell R, Popham F. Effect of exposure to natural environment on health inequalities: An observational population study. The Lancet, 2008, 372(9650):1655-1660.
doi: 10.1016/S0140-6736(08)61689-X |
[29] |
Cerin E, Leslie E, Toit L D, et al. Destinations that matter: Associations with walking for transport. Health and Place, 2007, 13(3):713-724.
doi: 10.1016/j.healthplace.2006.11.002 |
[30] |
Richardson E A, Mitchell R. Gender differences in relationships between urban green space and health in the United Kingdom. Social Science and Medicine, 2010, 71(3):568-575.
doi: S0277-9536(10)00345-X pmid: 20621750 |
[31] |
Zhao Xueyan, Wang Weijun, Wan Wenyu. Regional inequalities of residents' health level in China: 2003-2013. Acta Geographica Sinica, 2017, 72(4):685-698.
doi: 10.11821/dlxb201704010 |
[ 赵雪雁, 王伟军, 万文玉. 中国居民健康水平的区域差异: 2003—2013. 地理学报, 2017, 72(4):685-698.] | |
[32] |
Gu Lijuan, Mark Rosenberg, Zeng Juxin. The impacts of socioeconomic and environmental factors on self-rated health status among different income groups in China. Geographical Research, 2017, 36(7):1257-1270.
doi: 10.11821/dlyj201707006 |
[ 顾丽娟, Mark Rosenberg, 曾菊新. 社会经济及环境因子对不同收入群体自评健康的影响. 地理研究, 2017, 36(7):1257-1270.] | |
[33] | Ma Jing, Zhou Chuangwen, Pryce G. Spatial analysis and modelling of air pollution and death rates in Hebei province, China. Human Geography, 2019, 34(6):45-52. |
[ 马静, 周创文, Gwilym Pryce. 环境公正视角下空气污染和死亡人数的空间分析及关系研究: 以河北省为例. 人文地理, 2019, 34(6):45-52.] | |
[34] |
Sun Bindong, Yan Hong, Zhang Tinglin. Impact of community built environment on residents' health: A case study on individual overweight. Acta Geographica Sinica, 2016, 71(10):1721-1730.
doi: 10.11821/dlxb201610005 |
[ 孙斌栋, 阎宏, 张婷麟. 社区建成环境对健康的影响: 基于居民个体超重的实证研究. 地理学报, 2016, 71(10):1721-1730.] | |
[35] | Zhang Yanji, Qin Bo, Tang Jie. The impact of urban built environment on residential physical health: Based on propensity score matching. Acta Geographica Sinica, 2018, 73(2):333-345. |
[ 张延吉, 秦波, 唐杰. 基于倾向值匹配法的城市建成环境对居民生理健康的影响. 地理学报, 2018, 73(2):333-345.] | |
[36] | Liu Yi, Liu Yuqi, Liu Ye, et al. Impacts of neighborhood environments on migrants' subjective wellbeing: A case study of Guangzhou, China. Progress in Geography, 2018, 37(7):986-998. |
[ 刘义, 刘于琪, 刘晔, 等. 邻里环境对流动人口主观幸福感的影响: 基于广州的实证. 地理科学进展, 2018, 37(7):986-998.] | |
[37] |
Zhang L, Zhou S H, Kwan M P, et al. Impacts of individual daily greenspace exposure on health based on individual activity space and structural equation modeling. International Journal of Environmental Research and Public Health, 2018, 15(10):E2323. DOI: 10.3390/ijerph15102323.
doi: 10.3390/ijerph15102323 |
[38] |
Qiu Yingzhi, Chen Hongsheng, Li Zhigang, et al. Exploring neighborhood environmental effects on mental health: A case study in Guangzhou, China. Progress in Geography, 2019, 38(2):283-295.
doi: 10.18306/dlkxjz.2019.02.011 |
[ 邱婴芝, 陈宏胜, 李志刚, 等. 基于邻里效应视角的城市居民心理健康影响因素研究: 以广州市为例. 地理科学进展, 2019, 38(2):283-295.] | |
[39] |
Helbich M, Yao Y, Liu Y, et al. Using deep learning to examine street view green and blue spaces and their associations with geriatric depression in Beijing, China. Environment International, 2019, 126:107-117.
doi: 10.1016/j.envint.2019.02.013 |
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