Cargando…
How neighborhood environment modified the effects of power outages on multiple health outcomes in New York state?
BACKGROUND: Although power outage (PO) is one of the most important consequences of increasing weather extremes and the health impact of POs has been reported previously, studies on the neighborhood environment underlying the population vulnerability in such situations are limited. This study aimed...
Autores principales: | , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9914544/ https://www.ncbi.nlm.nih.gov/pubmed/36777309 http://dx.doi.org/10.1016/j.heha.2022.100039 |
_version_ | 1784885690404700160 |
---|---|
author | Zhang, Wangjian Deng, Xinlei Romeiko, Xiaobo X. Zhang, Kai Sheridan, Scott C. Brotzge, Jerald Chang, Howard H. Stern, Eric K. Guo, Zhijian Dong, Guanghui Reliene, Ramune Hao, Yuantao Lin, Shao |
author_facet | Zhang, Wangjian Deng, Xinlei Romeiko, Xiaobo X. Zhang, Kai Sheridan, Scott C. Brotzge, Jerald Chang, Howard H. Stern, Eric K. Guo, Zhijian Dong, Guanghui Reliene, Ramune Hao, Yuantao Lin, Shao |
author_sort | Zhang, Wangjian |
collection | PubMed |
description | BACKGROUND: Although power outage (PO) is one of the most important consequences of increasing weather extremes and the health impact of POs has been reported previously, studies on the neighborhood environment underlying the population vulnerability in such situations are limited. This study aimed to identify dominant neighborhood environmental predictors which modified the impact of POs on multiple health outcomes in New York State. METHODS: We applied a two-stage approach. In the first stage, we used time series analysis to determine the impact of POs (versus non-PO periods) on multiple health outcomes in each power operating division in New York State, 2001–2013. In the second stage, we classified divisions as risk-elevated and non-elevated, then developed predictive models for the elevation status based on 36 neighborhood environmental factors using random forest and gradient boosted trees. RESULTS: Consistent across different outcomes, we found predictors representing greater urbanization, particularly, the proportion of residents having access to public transportation (importance ranging from 4.9–15.6%), population density (3.3–16.1%), per capita income (2.3–10.7%), and the density of public infrastructure (0.8–8.5%), were associated with a higher possibility of risk elevation following power outages. Additionally, the percent of minority (−6.3–27.9%) and those with limited English (2.2–8.1%), the percent of sandy soil (6.5–11.8%), and average soil temperature (3.0–15.7%) were also dominant predictors for multiple outcomes. Spatial hotspots of vulnerability generally were located surrounding New York City and in the northwest, the pattern of which was consistent with socioeconomic status. CONCLUSION: Population vulnerability during power outages was dominated by neighborhood environmental factors representing greater urbanization. |
format | Online Article Text |
id | pubmed-9914544 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
record_format | MEDLINE/PubMed |
spelling | pubmed-99145442023-02-10 How neighborhood environment modified the effects of power outages on multiple health outcomes in New York state? Zhang, Wangjian Deng, Xinlei Romeiko, Xiaobo X. Zhang, Kai Sheridan, Scott C. Brotzge, Jerald Chang, Howard H. Stern, Eric K. Guo, Zhijian Dong, Guanghui Reliene, Ramune Hao, Yuantao Lin, Shao Hyg Environ Health Adv Article BACKGROUND: Although power outage (PO) is one of the most important consequences of increasing weather extremes and the health impact of POs has been reported previously, studies on the neighborhood environment underlying the population vulnerability in such situations are limited. This study aimed to identify dominant neighborhood environmental predictors which modified the impact of POs on multiple health outcomes in New York State. METHODS: We applied a two-stage approach. In the first stage, we used time series analysis to determine the impact of POs (versus non-PO periods) on multiple health outcomes in each power operating division in New York State, 2001–2013. In the second stage, we classified divisions as risk-elevated and non-elevated, then developed predictive models for the elevation status based on 36 neighborhood environmental factors using random forest and gradient boosted trees. RESULTS: Consistent across different outcomes, we found predictors representing greater urbanization, particularly, the proportion of residents having access to public transportation (importance ranging from 4.9–15.6%), population density (3.3–16.1%), per capita income (2.3–10.7%), and the density of public infrastructure (0.8–8.5%), were associated with a higher possibility of risk elevation following power outages. Additionally, the percent of minority (−6.3–27.9%) and those with limited English (2.2–8.1%), the percent of sandy soil (6.5–11.8%), and average soil temperature (3.0–15.7%) were also dominant predictors for multiple outcomes. Spatial hotspots of vulnerability generally were located surrounding New York City and in the northwest, the pattern of which was consistent with socioeconomic status. CONCLUSION: Population vulnerability during power outages was dominated by neighborhood environmental factors representing greater urbanization. 2022-12 2022-11-19 /pmc/articles/PMC9914544/ /pubmed/36777309 http://dx.doi.org/10.1016/j.heha.2022.100039 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) ) |
spellingShingle | Article Zhang, Wangjian Deng, Xinlei Romeiko, Xiaobo X. Zhang, Kai Sheridan, Scott C. Brotzge, Jerald Chang, Howard H. Stern, Eric K. Guo, Zhijian Dong, Guanghui Reliene, Ramune Hao, Yuantao Lin, Shao How neighborhood environment modified the effects of power outages on multiple health outcomes in New York state? |
title | How neighborhood environment modified the effects of power outages on multiple health outcomes in New York state? |
title_full | How neighborhood environment modified the effects of power outages on multiple health outcomes in New York state? |
title_fullStr | How neighborhood environment modified the effects of power outages on multiple health outcomes in New York state? |
title_full_unstemmed | How neighborhood environment modified the effects of power outages on multiple health outcomes in New York state? |
title_short | How neighborhood environment modified the effects of power outages on multiple health outcomes in New York state? |
title_sort | how neighborhood environment modified the effects of power outages on multiple health outcomes in new york state? |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9914544/ https://www.ncbi.nlm.nih.gov/pubmed/36777309 http://dx.doi.org/10.1016/j.heha.2022.100039 |
work_keys_str_mv | AT zhangwangjian howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate AT dengxinlei howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate AT romeikoxiaobox howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate AT zhangkai howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate AT sheridanscottc howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate AT brotzgejerald howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate AT changhowardh howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate AT sternerick howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate AT guozhijian howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate AT dongguanghui howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate AT relieneramune howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate AT haoyuantao howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate AT linshao howneighborhoodenvironmentmodifiedtheeffectsofpoweroutagesonmultiplehealthoutcomesinnewyorkstate |