The role of alcohol outlet visits derived from mobile phone location data in enhancing domestic violence prediction at the neighborhood level

Abramsky, 2011, What factors are associated with recent intimate partner violence? Findings from the WHO multi-country study on women's health and domestic violence, BMC Publ. Health, 11, 109, 10.1186/1471-2458-11-109 Anderson, 2021, Intimate partner violence and female property rights, Nat. Human Behav., 1 Beyer, 2015, Neighborhood environment and intimate partner violence: a systematic review, Trauma Violence Abuse, 16, 16, 10.1177/1524838013515758 Black, 2011 Boulos, 2019, An overview of GeoAI applications in health and healthcare, Int. J. Health Geogr., 18, 1 Brewer, 2002, Evaluation of methods for classifying epidemiological data on choropleth maps in series, Ann. Assoc. Am. Geogr., 92, 662, 10.1111/1467-8306.00310 Brunsdon, 1998, Geographically weighted regression, J. Roy. Stat. Soc.: Series D (The Statistician), 47, 431, 10.1111/1467-9884.00145 Castaldi, 2016, A data fusion and spatial data analysis approach for the estimation of wheat grain nitrogen uptake from satellite data, Int. J. Rem. Sens., 37, 4317, 10.1080/01431161.2016.1212423 Cohen, 1979, Social change and crime rate trends: a routine activity approach, Am. Socio. Rev., 44, 588, 10.2307/2094589 Coston, 2021, Leveraging administrative data for bias audits: assessing disparate coverage with mobility data for COVID-19 policy, 173 Cunradi, 2011, Alcohol outlets, neighborhood characteristics, and intimate partner violence: ecological analysis of a California city, J. Urban Health, 88, 191, 10.1007/s11524-011-9549-6 Cunradi, 2014, Alcohol outlet density, drinking contexts and intimate partner violence: a review of environmental risk factors, J. Drug Educ., 44, 19, 10.1177/0047237915573527 Cunradi, 2012, Drinking context and intimate partner violence: evidence from the California community health study of couples, J. Stud. Alcohol Drugs, 73, 731, 10.15288/jsad.2012.73.731 Dey, 2014, Beverage preferences and associated drinking patterns, consequences and other substance use behaviours, Eur. J. Publ. Health, 24, 496, 10.1093/eurpub/ckt109 Felker-Kantor, 2017, Living in violence: neighborhood domestic violence and small for gestational age births, Health Place, 46, 130, 10.1016/j.healthplace.2017.05.011 Foran, 2008, Alcohol and intimate partner violence: a meta-analytic review, Clin. Psychol. Rev., 28, 1222, 10.1016/j.cpr.2008.05.001 Foster, 2017, Liquor landscapes: does access to alcohol outlets influence alcohol consumption in young adults?, Health Place, 45, 17, 10.1016/j.healthplace.2017.02.008 Fotheringham, 2003 Freisthler, 2007, Exploring the spatial dynamics of alcohol outlets and child protective services referrals, substantiations, and foster care entries, Child. Maltreat., 12, 114, 10.1177/1077559507300107 Gao, 2017, Extracting urban functional regions from points of interest and human activities on location‐based social networks, Trans. GIS, 21, 446, 10.1111/tgis.12289 Gao, 2020, Mapping county-level mobility pattern changes in the United States in response to COVID-19, SIGSPATIAL Spec., 12, 16, 10.1145/3404820.3404824 Géron, 2019 Giancola, 2011, Alcohol, violence, and the alcohol myopia model: preliminary findings and implications for prevention, Addict. Behav., 36, 1019, 10.1016/j.addbeh.2011.05.006 Gmel, 2016, Are alcohol outlet densities strongly associated with alcohol-related outcomes? A critical review of recent evidence, Drug Alcohol Rev., 35, 40, 10.1111/dar.12304 Gorman, 1998, Alcohol availability and domestic violence, Am. J. Drug Alcohol Abuse, 24, 661, 10.3109/00952999809019615 Gruenewald, 1999, Beverage sales and drinking and driving: the role of on-premise drinking places, J. Stud. Alcohol, 60, 47, 10.15288/jsa.1999.60.47 Gruenewald, 2000, Local and global alcohol supply: economic and geographic models of community systems, Addiction, 95, 537, 10.1046/j.1360-0443.95.12s4.7.x Hampton, 2003, Domestic violence in the African American community: an analysis of social and structural factors, Violence Against Women, 9, 533, 10.1177/1077801202250450 Hu, 2019, GeoAI at ACM SIGSPATIAL: progress, challenges, and future directions, SIGSPATIAL Spec., 11, 5, 10.1145/3377000.3377002 Hu, 2021, Human mobility data and machine learning reveal geographic differences in alcohol sales and alcohol outlet visits across U.S. states during COVID-19, PLoS One, 10.1371/journal.pone.0255757 Huang, 2021, Staying at home is a privilege: evidence from fine-grained mobile phone location data in the U.S. during the COVID-19 pandemic, Ann. Assoc. Am. Geogr. Huecker, 2021, Domestic violence Ito, 1996, Alcohol and aggression: a meta-analysis on the moderating effects of inhibitory cues, triggering events, and self-focused attention, Psychol. Bull., 120, 60, 10.1037/0033-2909.120.1.60 Jewkes, 2002, Intimate partner violence: causes and prevention, Lancet, 359, 1423, 10.1016/S0140-6736(02)08357-5 LeCun, 2015, Deep learning, Nature, 521, 436, 10.1038/nature14539 Leonard, 2017, Thirty years of research show alcohol to be a cause of intimate partner violence: future research needs to identify who to treat and how to treat them, Drug Alcohol Rev., 36, 7, 10.1111/dar.12434 Li, 2018, Geographically weighted elastic net: a variable-selection and modeling method under the spatially nonstationary condition, Ann. Assoc. Am. Geogr., 108, 1582 Liang, 2020, Calibrating the dynamic Huff model for business analysis using location big data, Trans. GIS, 24, 681, 10.1111/tgis.12624 Liaw, 2002, Classification and regression by randomForest, R. News, 2, 18 Livingston, 2010, The ecology of domestic violence: the role of alcohol outlet density, Geosp. Health, 5, 139, 10.4081/gh.2010.194 Livingston, 2011, A longitudinal analysis of alcohol outlet density and domestic violence, Addiction, 106, 919, 10.1111/j.1360-0443.2010.03333.x Mair, 2013, Varying impacts of alcohol outlet densities on violent assaults: explaining differences across neighborhoods, J. Stud. Alcohol Drugs, 74, 50, 10.15288/jsad.2013.74.50 Mannon, 1997, Domestic and intimate violence: an application of routine activities theory, Aggress. Violent Behav., 2, 9, 10.1016/S1359-1789(96)00023-7 McKenzie, 2015, POI pulse: a multi-granular, semantic signature–based information observatory for the interactive visualization of big geosocial data, Cartographica: The Intern. J. Geogr. Inform. Geovisual., 50, 71, 10.3138/cart.50.2.2662 McKinney, 2009, Alcohol availability and intimate partner violence among US couples, Alcohol Clin. Exp. Res., 33, 169, 10.1111/j.1530-0277.2008.00825.x McKinney, 2012, Alcohol availability and neighborhood poverty and their relationship to binge drinking and related problems among drinkers in committed relationships, J. Interpers Violence, 27, 2703, 10.1177/0886260512436396 O'Farrell, 2004, Partner violence before and after couples-based alcoholism treatment for male alcoholic patients: the role of treatment involvement and abstinence, J. Consult. Clin. Psychol., 72, 202, 10.1037/0022-006X.72.2.202 Oshan, 2019, mgwr: a Python implementation of multiscale geographically weighted regression for investigating process spatial heterogeneity and scale, ISPRS Int. J. Geo-Inf., 8, 269, 10.3390/ijgi8060269 Oyana, 2020 Pinchevsky, 2012, The impact of neighborhoods on intimate partner violence and victimization, Trauma Violence Abuse, 13, 112, 10.1177/1524838012445641 Quigley, 2018, Alcohol, self-regulation and partner physical aggression: actor-partner effects over a three-year time frame, Front. Behav. Neurosci., 12, 130, 10.3389/fnbeh.2018.00130 SafeGraph, 2021, 1 Schafer, 2004, A path model of risk factors for intimate partner violence among couples in the United States, J. Interpers Violence, 19, 127, 10.1177/0886260503260244 Shaw, 1942 Sparks, 2020, A global analysis of cities' geosocial temporal signatures for points of interest hours of operation, Int. J. Geogr. Inf. Sci., 34, 759, 10.1080/13658816.2019.1615069 Squire, 2019, What about bias in the SafeGraph dataset?, SafeGraph. Blog. Steele, 1985, Alcohol and social behavior: I. The psychology of drunken excess, J. Pers. Soc. Psychol., 48, 18, 10.1037/0022-3514.48.1.18 Stockwell, 2004, 213 Stockwell, 1992, The relationship between license type and alcohol-related problems attributed to licensed premises in Perth, Western Australia, J. Stud. Alcohol, 53, 495, 10.15288/jsa.1992.53.495 Testa, 2012, Husband and wife alcohol use as independent or interactive predictors of intimate partner violence, J. Stud. Alcohol Drugs, 73, 268, 10.15288/jsad.2012.73.268 Vives-Cases, 2011, Social determinants and health effects of low and high severity intimate partner violence, Ann. Epidemiol., 21, 907, 10.1016/j.annepidem.2011.02.003 Voith, 2017, Neighborhood predictors of intimate partner violence: a theory-informed analysis using hierarchical linear modeling, Am. J. Community Psychol., 60, 187, 10.1002/ajcp.12163 Walby, 2009 Waller, 2012, Relationships among alcohol outlet density, alcohol use, and intimate partner violence victimization among young women in the United States, J. Interpers Violence, 27, 2062, 10.1177/0886260511431435 Waller, 2013, Perpetration of intimate partner violence by young adult males: the association with alcohol outlet density and drinking behavior, Health Place, 21, 10, 10.1016/j.healthplace.2013.01.002 Watanabe, 2010, Asymptotic equivalence of Bayes cross validation and widely applicable information criterion in singular learning theory, J. Mach. Learn. Res., 11 Weir, 2019, Using geographically weighted regression to explore neighborhood-level predictors of domestic abuse in the UK, Trans. GIS, 23, 1232, 10.1111/tgis.12570 Xia, 2021, Incorporating space and time into random forest models for analyzing geospatial patterns of drug-related crime incidents in a major U.S. metropolitan area, Comput. Environ. Urban Syst., 87, 101599, 10.1016/j.compenvurbsys.2021.101599