Abstract
Spatial autocorrelation in health events may be the signature of underlying causal factors of direct scientific and practical interest but may also be due to pedestrian or nuisance factors that obscure meaningful spatial patterns. The problem is to discern spatial patterns that inform our understanding of the health events themselves from those that are of little interest. This chapter provides a framework for advancing knowledge when the causes of observed health event clusters are unknown.
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References
Adams SA (2011) Sourcing the crowd for health services improvement: the reflexive patient and “share-your-experience” websites. Soc Sci Med 72(7):1069–1076
Aldstad J (2010) Spatial clustering. In: Fischer MM, Getis A (eds) Handbook of applied spatial analysis. Software tools, methods and applications. Springer, Berlin/Heidelberg/New York, pp 270–300
Cuzick J, Edwards R (1990) Spatial clustering for inhomogeneous populations. J R Stat Soc B 52(1):73–104
Ecker DJ, Massire C, Blyn LB, Hofstadler SA, Hannis JC, Eshoo MW, Hall TA, Sampath R (2009) Molecular genotyping of microbes by multilocus PCR and mass spectrometry: a new tool for hospital infection control and public health surveillance. In: Molecular epidemiology of microorganisms. Springer, Berlin/Heidelberg/New York, pp 71–87
Enayati A, Hemingway J (2010) Malaria management: past, present, and future. Annu Rev Entomol 55(1):569–591. doi:10.1146/annurev-ento-112408-085423
Fornalski KW, Dobrzyński L (2010) The healthy worker effect and nuclear industry workers. Dose-Response 8(2):125–147
Funk S, Salathé M, Vincent A, Jansen A (2010) Modelling the influence of human behaviour on the spread of infectious diseases: a review. J R Soc Interface 7(50):1247–1256. doi:10.1098/rsif.2010.0142
Gallagher CM, Goovaerts P, Jacquez GM, Hao Y, Jemal A, Meliker JR (2009) Racial disparities in lung cancer mortality in U.S. congressional districts, 1990-2001. Spat Spattemporal Epidemiol 1(1):41–47. doi:10.1016/j.sste.2009.07.007
Getis A (2010) Spatial autocorrelation. In: Fischer MM, Getis A (eds) Handbook of applied spatial analysis. Software tools, methods and applications. Springer, Berlin/Heidelberg/New York, pp 255–278
Goodchild MF, Alan Glennona J (2010) Crowdsourcing geographic information for disaster response: a research frontier. Int J Digit Earth 3(3):231–241
Goovaerts P (2009) Medical geography: a promising field of application for geostatistics. Math Geol 41(3):243–264
Greenland S (2004) Model-based estimation of relative risks and other epidemiologic measures in studies of common outcomes and in case-control studies. Am J Epidemiol 160(4):301–305. doi:10.1093/aje/kwh221
Höhle M, Paul M (2008) Count data regression charts for the monitoring of surveillance time series. Comput Stat Data Anal 52(9):4357–4368. doi:10.1016/j.csda.2008.02.015
Jacobson M, Earle CC, Newhouse JP (2011) Geographic variation in physicians’ responses to a reimbursement change. N Eng J Med 365(22):2049–2052. doi:10.1056/NEJMp1110117
Jacquez GM, Slotnick MJ, Meliker JR, AvRuskin G, Copeland G, Nriagu J (2011) Accuracy of commercially available residential histories for epidemiologic studies. Am J Epidemiol 173(2):236–243
Johnson G, Buckeridge D, Dearth S, Ditty J, Finelli L, Hopkins RS, Hummel J, et al. (2012) Draft guidelines for syndromic surveillance using inpatient and ambulatory clinical care EHR data. A report from the international society for disease surveillance: international society for disease surveillance
Kingsley BS, Schmeichel KL, Rubin CH (2007) An update on cancer cluster activities at the centers for disease control and prevention. Environ Health Perspect 115(1):165–171
Kulldorff M, Mostashari F, Duczmal L, Katherine Yih W, Kleinman K, Platt R (2007) Multivariate scan statistics for disease surveillance. Stat Med 26(8):1824–1833
Lawson AB, Banerjee S (2009) Bayesian spatial analysis. In: Fotheringham S, Rogerson P (eds) The handbook of spatial analysis. Sage, London, pp 321–342
Lu H, Carlin BP (2005) Bayesian areal wombling for geographical boundary analysis. Geogr Anal 37(3):265–285
Neutra RR (1990) Counterpoint from a cluster buster. Am J Epidemiol 132(1):1–8
Platt JR (1964) Strong inference. Science 146:347–353
Rimoin AW, Mulembakani PM, Johnston SC, Lloyd JO, Smith NK, Kisalu TL, Kinkela SB et al (2010) Major increase in human monkeypox incidence 30 years after smallpox vaccination campaigns cease in the Democratic Republic of Congo. Proc Natl Acad Sci 107(37):16262–16267. doi:10.1073/pnas.1005769107
Rogerson PA (2006) Statistical methods for the detection of spatial clustering in case-control data. Stat Med 25(5):811–823
Sattenspiel L, Lloyd A (2010) The geographic spread of infectious diseases: models and applications. Princeton University Press, Princeton
Spielman SE, Yoo E (2009) The spatial dimensions of neighborhood effects. Soc Sci Med 68(6):1098–1105. doi:10.1016/j.socscimed.2008.12.048
Tango T, Takahashi K (2005) A flexibly shaped spatial scan statistic for detecting clusters. Int J Health Geogr 7(14):11
Turnbull BW, Iwano EJ, Burnett WS, Howe HL, Clark LC (1990) Monitoring for clusters of disease: application to leukemia incidence in upstate New York. Am J Epidemiol 132(1 Suppl):S136–S143
Waller LA, Gotway CA (2004) Applied spatial statistics for public health data. Wiley, Hoboken
Weissman JS, Hasnain-Wynia R (2011) Advancing health care equity through improved data collection. N Eng J Med 364(24):2276–2277
Acknowledgments
The author’s efforts were funded in part by grants 2R44CA112743, 5R44CA135818, and 1R21LM011132 from the National Cancer Institute and the National Library of Medicine. The perspectives are those of the author and do not necessarily represent those of the funding agencies.
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Jacquez, G. (2014). Spatial Clustering and Autocorrelation in Health Events. In: Fischer, M., Nijkamp, P. (eds) Handbook of Regional Science. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-23430-9_80
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DOI: https://doi.org/10.1007/978-3-642-23430-9_80
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