Neighborhood disadvantage and firearm injury: does shooting location matter?

Abstract Background Firearm violence is a public health problem that disparately impacts areas of economic and social deprivation. Despite a growing literature on neighborhood characteristics and injury, few studies have examined the association between neighborhood disadvantage and fatal and nonfat...

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Main Authors: Kimberly Dalve, Emma Gause, Brianna Mills, Anthony S. Floyd, Frederick P. Rivara, Ali Rowhani-Rahbar
Format: Article
Language:English
Published: BMC 2021-03-01
Series:Injury Epidemiology
Subjects:
Online Access:https://doi.org/10.1186/s40621-021-00304-2
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spelling doaj-5953c40db6eb458ea3e2254e99ad2ec72021-03-11T11:41:51ZengBMCInjury Epidemiology2197-17142021-03-01811910.1186/s40621-021-00304-2Neighborhood disadvantage and firearm injury: does shooting location matter?Kimberly Dalve0Emma Gause1Brianna Mills2Anthony S. Floyd3Frederick P. Rivara4Ali Rowhani-Rahbar5Department of Epidemiology, School of Public Health, University of Washington, Hans Rosling Center for Population HealthDepartment of Epidemiology, School of Public Health, University of Washington, Hans Rosling Center for Population HealthDepartment of Epidemiology, School of Public Health, University of Washington, Hans Rosling Center for Population HealthAlcohol and Drug Abuse Institute, University of WashingtonFirearm Injury & Policy Research Program, Harborview Injury Prevention & Research Center, University of WashingtonDepartment of Epidemiology, School of Public Health, University of Washington, Hans Rosling Center for Population HealthAbstract Background Firearm violence is a public health problem that disparately impacts areas of economic and social deprivation. Despite a growing literature on neighborhood characteristics and injury, few studies have examined the association between neighborhood disadvantage and fatal and nonfatal firearm assault using data on injury location. We conducted an ecological Bayesian spatial analysis examining neighborhood disadvantage as a social determinant of firearm injury in Seattle, Washington. Methods Neighborhood disadvantage was measured using the National Neighborhood Data Archive disadvantage index. The index includes proportion of female-headed households with children, proportion of households with public assistance income, proportion of people with income below poverty in the past 12 months, and proportion of the civilian labor force aged 16 and older that are unemployed at the census tract level. Firearm injury counts included individuals with a documented assault-related gunshot wound identified from medical records and supplemented with the Gun Violence Archive between March 20, 2016 and December 31, 2018. Available addresses were geocoded to identify their point locations and then aggregated to the census tract level. Besag-York-Mollie (BYM2) Bayesian Poisson models were fit to the data to estimate the association between the index of neighborhood disadvantage and firearm injury count with a population offset within each census tract. Results Neighborhood disadvantage was significantly associated with the count of firearm injury in both non-spatial and spatial models. For two census tracts that differed by 1 decile of neighborhood disadvantage, the number of firearm injuries was higher by 21.0% (95% credible interval: 10.5, 32.8%) in the group with higher neighborhood disadvantage. After accounting for spatial structure, there was still considerable residual spatial dependence with 53.3% (95% credible interval: 17.0, 87.3%) of the model variance being spatial. Additionally, we observed census tracts with higher disadvantage and lower count of firearm injury in communities with proximity to employment opportunities and targeted redevelopment, suggesting other contextual protective factors. Conclusions Even after adjusting for socioeconomic factors, firearm injury research should investigate spatial clustering as independence cannot be able to be assumed. Future research should continue to examine potential contextual and environmental neighborhood determinants that could impact firearm injuries in urban communities.https://doi.org/10.1186/s40621-021-00304-2Firearm violenceNeighborhood disadvantageInjury epidemiology
collection DOAJ
language English
format Article
sources DOAJ
author Kimberly Dalve
Emma Gause
Brianna Mills
Anthony S. Floyd
Frederick P. Rivara
Ali Rowhani-Rahbar
spellingShingle Kimberly Dalve
Emma Gause
Brianna Mills
Anthony S. Floyd
Frederick P. Rivara
Ali Rowhani-Rahbar
Neighborhood disadvantage and firearm injury: does shooting location matter?
Injury Epidemiology
Firearm violence
Neighborhood disadvantage
Injury epidemiology
author_facet Kimberly Dalve
Emma Gause
Brianna Mills
Anthony S. Floyd
Frederick P. Rivara
Ali Rowhani-Rahbar
author_sort Kimberly Dalve
title Neighborhood disadvantage and firearm injury: does shooting location matter?
title_short Neighborhood disadvantage and firearm injury: does shooting location matter?
title_full Neighborhood disadvantage and firearm injury: does shooting location matter?
title_fullStr Neighborhood disadvantage and firearm injury: does shooting location matter?
title_full_unstemmed Neighborhood disadvantage and firearm injury: does shooting location matter?
title_sort neighborhood disadvantage and firearm injury: does shooting location matter?
publisher BMC
series Injury Epidemiology
issn 2197-1714
publishDate 2021-03-01
description Abstract Background Firearm violence is a public health problem that disparately impacts areas of economic and social deprivation. Despite a growing literature on neighborhood characteristics and injury, few studies have examined the association between neighborhood disadvantage and fatal and nonfatal firearm assault using data on injury location. We conducted an ecological Bayesian spatial analysis examining neighborhood disadvantage as a social determinant of firearm injury in Seattle, Washington. Methods Neighborhood disadvantage was measured using the National Neighborhood Data Archive disadvantage index. The index includes proportion of female-headed households with children, proportion of households with public assistance income, proportion of people with income below poverty in the past 12 months, and proportion of the civilian labor force aged 16 and older that are unemployed at the census tract level. Firearm injury counts included individuals with a documented assault-related gunshot wound identified from medical records and supplemented with the Gun Violence Archive between March 20, 2016 and December 31, 2018. Available addresses were geocoded to identify their point locations and then aggregated to the census tract level. Besag-York-Mollie (BYM2) Bayesian Poisson models were fit to the data to estimate the association between the index of neighborhood disadvantage and firearm injury count with a population offset within each census tract. Results Neighborhood disadvantage was significantly associated with the count of firearm injury in both non-spatial and spatial models. For two census tracts that differed by 1 decile of neighborhood disadvantage, the number of firearm injuries was higher by 21.0% (95% credible interval: 10.5, 32.8%) in the group with higher neighborhood disadvantage. After accounting for spatial structure, there was still considerable residual spatial dependence with 53.3% (95% credible interval: 17.0, 87.3%) of the model variance being spatial. Additionally, we observed census tracts with higher disadvantage and lower count of firearm injury in communities with proximity to employment opportunities and targeted redevelopment, suggesting other contextual protective factors. Conclusions Even after adjusting for socioeconomic factors, firearm injury research should investigate spatial clustering as independence cannot be able to be assumed. Future research should continue to examine potential contextual and environmental neighborhood determinants that could impact firearm injuries in urban communities.
topic Firearm violence
Neighborhood disadvantage
Injury epidemiology
url https://doi.org/10.1186/s40621-021-00304-2
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