Multivariate spatiotemporal modeling of drug- and alcohol-poisoning deaths in New York City, 2009–2014

Anton, 2008, Naltrexone for the management of alcohol dependence, N. Engl. J. Med., 359, 715, 10.1056/NEJMct0801733 Besag, 1974, Spatial interaction and the statistical analysis of lattice systems, J. R. Stat. Soc. B, 36, 192 Brown, 2019, Economic conditions and drug and opioid overdose deaths, Med. Care Res. Rev., 76, 462, 10.1177/1077558717722592 Castillo-Carniglia, 2014, Small area associations between social context and alcohol-attributable mortality in a middle income country, Drug Alcohol Dep., 137, 129, 10.1016/j.drugalcdep.2014.01.020 Centers for Disease Control and Prevention, 2018. Alcohol-related ICD codes. http://www.webcitation.org/query?url=https;3A%2F%2Fnccd.cdc.gov%2Fdph_ardi%2Finfo%2Ficdcodes.aspx&date=2018-11-06. accessed on November 6 2018. Cerdá, 2017, Prescription opioid poisoning across urban and rural areas: identifying vulnerable groups and geographic areas, Addiction, 112, 103, 10.1111/add.13543 Cerdá, 2013, Revisiting the role of the urban environment in substance use: the case of analgesic overdose fatalities, Am. J. Public Health, 103, 2252, 10.2105/AJPH.2013.301347 Cerdá, 2013, Prescription opioid mortality trends in New York City, 1990–2006: examining the emergence of an epidemic, Drug Alcohol Dep., 132, 53, 10.1016/j.drugalcdep.2012.12.027 Coffin, 2003, Opiates, cocaine and alcohol combinations in accidental drug overdose deaths in New York City, 1990–98, Addiction, 98, 739, 10.1046/j.1360-0443.2003.00376.x Core Team, 2017 Dwyer-Lindgren, 2018, Trends and patterns of geographic variation in mortality from substance use disorders and intentional injuries among US counties, 1980-2014, JAMA, 319, 1013, 10.1001/jama.2018.0900 Galea, 2003, Contextual determinants of drug use risk behavior: a theoretic framework, J. Urban Health, 80, iii50, 10.1093/jurban/jtg082 Gelman, 2013 Geweke, 1991 Green, 2011, Epidemiologic trends and geographic patterns of fatal opioid intoxications in Connecticut, USA: 1997–2007, Drug Alcohol Dep., 115, 221, 10.1016/j.drugalcdep.2010.11.007 Hannon, 2006, Neighborhood ecology and drug dependence mortality: an analysis of New York City census tracts, Am. J. Drug Alcohol Abuse, 32, 453, 10.1080/00952990600753966 Hembree, 2005, The urban built environment and overdose mortality in New York City neighborhoods, Health Place, 11, 147, 10.1016/j.healthplace.2004.02.005 Hobday, 2015, The effect of alcohol outlets, sales and trading hours on alcohol-related injuries presenting at emergency departments in Perth, Australia, from 2002 to 2010, Addiction, 110, 1901, 10.1111/add.13063 Hsu, 2017, Hospitalizations, costs and outcomes associated with heroin and prescription opioid overdoses in the United States 2001–12, Addiction, 112, 1558, 10.1111/add.13795 Infoshare Associates LLC, 2000. Infoshare Online.accessed on June 25, 2013. Kavanagh, 2016, Is poverty decentralizing? quantifying uncertainty in the decentralization of urban poverty, Ann. Assoc. Am. Geog., 106, 1286 Krupitsky, 2011, Injectable extended-release naltrexone for opioid dependence: a double-blind, placebo-controlled, multicentre randomised trial, Lancet, 377, 1506, 10.1016/S0140-6736(11)60358-9 Lee, 2013, CARBayes: an R package for Bayesian spatial modeling with conditional autoregressive priors, J. Stat. Softw., 55, 1, 10.18637/jss.v055.i13 Lee, 2018, Spatio-temporal areal unit modelling in r with conditional autoregressive priors using the Carbayesst package, J. Stat. Softw., 84, 1, 10.18637/jss.v084.i09 Leroux, 2000, Estimation of disease rates in small areas: a new mixed model for spatial dependence, 179 Lim, 2015, Neighborhood contributions to racial and ethinc disparities in obesity among New York City adults, Am. J. Public Health, 105, 159, 10.2105/AJPH.2013.301782 Macintyre, 2002, Place effects on health: how can we conceptualise, operationalise and measure them?, Soc. Sci. Med., 55, 125, 10.1016/S0277-9536(01)00214-3 Mardia, 1988, Multi-dimensional multivariate Gaussian Markov random fields with application to image processing, J. Multivar. Ann., 24, 265, 10.1016/0047-259X(88)90040-1 Mardia, 1988, Multi-dimensional multivariate Gaussian Markov random fields with application to image processing, J. Multivar., 24, 265, 10.1016/0047-259X(88)90040-1 Martins, 2015, Worldwide prevalence and trends in unintentional drug overdose: a systematic review of the literature, Am. J. Public Health, 105, e29, 10.2105/AJPH.2015.302843 Monnat, 2018, Factors associated with county-level differences in U.S. drug-related mortality rates, Am. J. Prev. Med., 54, 611, 10.1016/j.amepre.2018.01.040 Murphy, S.L., Xu, J., Kochanek, K., Curtin, S.C., Arias, E., 2017. Deaths: final data for 2015. National Vital Statistics Reports 66. National Institute on Alcohol Abuse and Alcoholism, 2016. Alcohol facts and statistics. http://pubs.niaaa.nih.gov/publications/AlcoholFacts&Stats/AlcoholFacts&Stats.pdf. accessed on March 31 2016. New York City Department of City Planning, 2016. BYTES of the big apple. http://www1.nyc.gov/site/planning/data-maps/open-data.page. accessed on December 5th 2016. New York City Department of Health and Mental Hygiene, 2013. Community health survey: public use data. http://www.nyc.gov/html/doh/html/data/chs-data.shtml. accessed on June 25 2013. New York City Department of Health and Mental Hygiene, 2017. Unitentional drug poisoning (overdose) deaths in New York City, 2000 to 2016. Epi Data Brief June. Nkhoma, 2004, Detecting spatiotemporal clusters of accidental poisoning mortality among Texas counties, US, 1980–2001, Int. J. Health Geogr., 3, 25, 10.1186/1476-072X-3-25 Northridge, 2003, Sorting out the connections between the built environment and health: a conceptual framework for navigating pathways and planning healthy cities, J. Urban Health, 80, 556, 10.1093/jurban/jtg064 Openshaw, 1979, A million or so correlation coefficients: three experiments on the modifiable area unit problem, 127 Pulford, 2018, Do patients who die from an alcohol-related condition ‘drift’ into areas of greater deprivation? alcohol-related mortality and health selection theory in Scotland, J. Epidemiol. Community Health, 72, 109, 10.1136/jech-2017-209790 Ransome, 2018, Alcohol outlet density and area-level heavy drinking are independent risk factors for higher alcohol-related complaints, J. Urban Health Richardson, 2015, Is local alcohol outlet density related to alcohol-related morbidity and mortality in Scottish cities?, Health Place, 33, 172, 10.1016/j.healthplace.2015.02.014 Ruhm, 2017, Geographic variation in opioid and heroin involved drug poisoning mortality rates, Am. J. Prev. Med., 53, 745, 10.1016/j.amepre.2017.06.009 Rushworth, 2014, A spatio-temporal model for estimating the long-term effects of air pollution on respiratory hospital admissions in Greater London, Spat. Spatiotemporal Epidemiol., 10, 29, 10.1016/j.sste.2014.05.001 Shah, 2008, Unintentional drug overdose death trends in New Mexico, USA, 1990–2005: combinations of heroin, cocaine, prescription opioids and alcohol, Addiction, 103, 126, 10.1111/j.1360-0443.2007.02054.x Silver, 2014, Concentrated poverty, racial/ethnic diversity and neighborhood social capital, 115 Sudakin, 2009, Regional and temporal variation in methamphetamine-related incidents: applications of spatial and temporal scan statistics, Clin. Toxicol., 47, 243, 10.1080/15563650802516160 United Nations Office on Drugs and Crime, 2017. World drug report 2017. http://www.webcitation.org/query?url=http%3A%2F%2Fwww.unodc.org%2Fwdr2017%2Ffield%2FBooklet_1_EXSUM.pdf&date=2018-04-20. accessed on April 20 2017. Visconti, 2015, Opioid overdose deaths in the city and county of San Francisco: prevalence, distribution, and disparities, J. Urban Health, 92, 758, 10.1007/s11524-015-9967-y Watanabe, 2010, Asymptotic equivalence of bayes cross validation and widely applicable information criterion in singular learning theory, J. Mach. Learn. Res., 11, 3571 Witkiewitz, 2018, Alcohol and opioid use, co‐use, and chronic pain in the context of the opioid epidemic: a critical review, Alcohol Clin. Exp. Res., 42, 478, 10.1111/acer.13594 World Health Organization, 2014. Global status report on alcohol and health. http://www.webcitation.org/query?url=http%3A%2F%2Fwww.unodc.org%2Fwdr2017%2Ffield%2FBooklet_1_EXSUM.pdf&date=2018-04-20. accessed on April 20 2018. Wu, 2016, Treatment utilization among persons with opioid use disorder in the United States, Drug Alcohol Dep., 169, 117, 10.1016/j.drugalcdep.2016.10.015