Subscribe to RSS
DOI: 10.15265/IY-2014-0008
A Review and Framework for Categorizing Current Research and Development in Health Related Geographical Information Systems (GIS) Studies
Correspondence to:
Publication History
15 August 2014
Publication Date:
05 March 2018 (online)
Summary
Objectives: The application of GIS in health science has increased over the last decade and new innovative application areas have emerged. This study reviews the literature and builds a framework to provide a conceptual overview of the domain, and to promote strategic planning for further research of GIS in health.
Method: The framework is based on literature from the library databases Scopus and Web of Science. The articles were identified based on keywords and initially selected for further study based on titles and abstracts. A grounded theory-inspired method was applied to categorize the selected articles in main focus areas. Subsequent frequency analysis was performed on the identified articles in areas of infectious and non-infectious diseases and continent of origin.
Results: A total of 865 articles were included. Four conceptual domains within GIS in health sciences comprise the framework: spatial analysis of disease, spatial analysis of health service planning, public health, health technologies and tools. Frequency analysis by disease status and location show that malaria and schistosomiasis are the most commonly analyzed infectious diseases where cancer and asthma are the most frequently analyzed non-infectious diseases. Across categories, articles from North America predominate, and in the category of spatial analysis of diseases an equal number of studies concern Asia.
Conclusion: Spatial analysis of diseases and health service planning are well-established research areas. The development of future technologies and new application areas for GIS and data-gathering technologies such as GPS, smartphones, remote sensing etc. will be nudging the research in GIS and health.
#
Keywords
Epidemiology - geographic information system - public health - cluster analysis - spatial analysis
#
-
References
- 1 Hipocrates Clifton F, Watts J. Hippocrates upon air, water, and situation: upon epidemical diseases; and upon prognosticks, in acute cases especially.. To this is added (by way of comparison) Thucydides’s account of the plague of Athens, the whole translated, methodis’d, and illustrated with useful and explanatory notes.. London;: Printed for J. Watts;; 1734. 389 p.
- 2 Barrett FA. Finke’s 1792 map of human diseases: The first world disease map?. Soc Sci Med. 2000; 50 7-8 915-21.
- 3 Koch T. Disease Maps: Epidemics on the Ground.. Chicago: University of Chicago Press; 2011
- 4 Snow J. On the mode of communication of cholera.. London: John Churchill; 1855
- 5 Brooker S, Hotez PJ, Bundy DAP. The global atlas of helminth infection: Mapping the way forward in neglected tropical disease control.. PLoS Negl Trop Dis.; 2010. 4(7).
- 6 Smith R. Dartmouth atlas of health care.. BMJ; 2011. 342.
- 7 Mackay J, Mensah GA, Mendis S, Greenlund K. The atlas of heart disease and stroke.. World Health Organization;; 2004
- 8 Barnett E. Men and heart disease: An atlas of racial and ethnic disparities in mortality.. CDC, Centers for Disease Control and Prevention;; 2001
- 9 Levêque A, Humblet PC, Lagasse R. Atlas of ‘avoidable mortality’ in Belgium 1985-1989.. Arch Public Health 1999; 57 1-2 1-87.
- 10 Lloyd OL, Tze-Wai W, Siu-Lan W, Ignatius YTS. Atlas of disease mortalities in Hong Kong for the three five-year periods in 1979-93.. Chinese Univ Pr; 1996
- 11 Albrecht J, Ramasubramanian L. The moving target: A geographic index of relative wellbeing.. J Med Syst 2004; 28 (04) 371-84.
- 12 Meade MS, Emch M. Medical geography.. The Guilford Press; 2010
- 13 Jacquez G. A commentary on the Behavome and Genetic GIS. 2013 Sep 5.. In: BioMedware.; Blog: [Internet]. Available from: http://www.biomedware.com/blog/2013/a-commentary-onthe-behavome-and-genetic-gis/
- 14 Improving the Civilian Global Positioning System (GPS) [Internet].. Washington: Office of Science & Technology Policy; c2000 [cited 2012 Apr 19].. Available from: http://clinton4.nara.gov/WH/EOP/OSTP/html/0053_4.html.
- 15 Nykiforuk CI, Flaman LM. Geographic information systems (GIS) for health promotion and public health: A review.. Health Promot Pract 2011; 12 (01) 63-73.
- 16 Gatrell A, Senior M. Health and health care applications.. Geographical Information Systems: Principles Techniques Management and Applications;; 2.
- 17 Blatt AJ. Maps, geography libraries, and health outcomes: Gazing into the future of medical geography.. J Map Geogr Libr 2011; 7 (01) 2-12.
- 18 Senkowski A, Colonna M, Bicout D. Inframunicipality distribution of lung cancer in the urban area of Grenoble.. Rev Epidemiol Sante Publ 2008; 56 (05) 315-21.
- 19 Jarup L. Health and environment information systems for exposure and disease mapping, and risk assessment.. Environ Health Perspect 2004; 112 (09) 995-7.
- 20 Polack S, Brooker S, Kuper H, Mariotti S, Mabey D, Foster A. Mapping the global distribution of trachoma.. Bull WHO 2005; 83 (12) 913-9.
- 21 Wright Willis A, Evanoff BA, Lian M, Criswell SR, Racette BA. Geographic and ethnic variation in Parkinson disease: A population-based study of us Medicare beneficiaries.. Neuroepidemiology 2010; 34 (03) 143-51.
- 22 Peng ZH, Cheng YJ, Reilly KH, Wang L, Qin QQ, Ding ZW. et al. Spatial distribution of HIV/AIDS in Yunnan province, People’s Republic of China.. Geospatial Health 2011; 5 (02) 177-82.
- 23 Murad AA. Creating a GIS-based epidemiological application for Jeddah city.. Int J Healthc Technol Manage 2008; 9 5-6 540-51.
- 24 Walsh SJ, Dechello LM. Geographical variation in mortality from systemic lupus erythematosus in the United States.. Lupus. 2001; 10 (09) 637-46.
- 25 Jeefoo P, Tripathi NK, Souris M. Spatio-temporal diffusion pattern and hotspot detection of dengue in Chachoengsao province, Thailand.. Int J Environ Res Public Health 2011; 8 (01) 51-74.
- 26 Tiwari N, Adhikari CMS, Tewari A, Kandpal V. Investigation of geo-spatial hotspots for the occurrence of tuberculosis in Almora district, India, using GIS and spatial scan statistic.. Int J Health Geogr; 2006. 5.
- 27 Zuo SQ, Fang LQ, Zhan L, Zhang PH, Jiang JF, Wang LP. et al. Geo-spatial hotspots of haemorrhagic fever with renal syndrome and genetic characterization of Seoul variants in Beijing, China.. PLoS Negl Trop Dis; 2011. 5(1).
- 28 Srivastava A, Nagpal BN, Joshi PL, Paliwal JC, Dash AP. Identification of malaria hot spots for focused intervention in tribal state of India: A GIS based approach.. Int J Health Geogr; 2009. 8(1).
- 29 Murray EJ, Marais BJ, Mans G, Beyers N, Ayles H, Godfrey-Faussett P. et al. A multidisciplinary method to map potential tuberculosis transmission ‘hot spots’ in high-burden communities.. Int J Tuberc Lung Dis 2009; 13 (06) 767-74.
- 30 Lee SS, Wong NS. The clustering and transmission dynamics of pandemic influenza A (H1N1) 2009 cases in Hong Kong.. J Infect 2011; 63 (04) 274-80.
- 31 Sui DZ. Tobler’s first law of geography: A big idea for a small world?. Ann Assoc Am Geogr 2004; 94 (02) 269-77.
- 32 Jarup L, Best N, Toledano MB, Wakefield J, Elliott P. Geographical epidemiology of prostate cancer in Great Britain.. Int J Cancer 2002; 97 (05) 695-9.
- 33 Fischer EAJ, Pahan D, Chowdhury SK, Richardus JH. The spatial distribution of leprosy cases during 15 years of a leprosy control program in Bangladesh: An observational study.. BMC Infect Dis; 2008. 8.
- 34 Wilhelm M, Meng Y, Rull RP, English P, Balmes J, Ritz B. Environmental public health tracking of chidhood asthma using California health interview survey, traffic, and outdoor air pollution data.. Environ Health Perspect 2008; 116 (09) 1254-60.
- 35 Nuvolone D, Maggiore RD, Maio S, Fresco R, Baldacci S, Carrozzi L. et al. Geographical information system and environmental epidemiology: A cross-sectional spatial analysis of the effects of traffic-related air pollution on population respiratory health.. Environ Health Global Access Sci Sour; 2011. 10(1).
- 36 Wang Y, Gulliver J, McHugh C. In: Modeling the health impacts of air pollution exposures in London within the GENESIS system.. 2011 international symposium on water resource and environmental protection, ISWREP 2011; 20 May 2011 through 22 May 2011; Xi’an;: 2011. p. 2341-4.
- 37 Lindgren A, Stroh E, Montnémery P, Nihlén U, Jakobsson K, Axmon A. Traffic-related air pollution associated with prevalence of asthma and COPD/chronic bronchitis.. A cross-sectional study in southern; Sweden.: Int J Health Geogr 2009. 8(1).
- 38 Jerrett M, Finkelstein MM, Brook JR, Arain MA, Kanaroglou P, Stieb DM. et al. A cohort study of traffic-related air pollution and mortality in Toronto, Ontario, Canada.. Environ Health Perspect 2009; 117 (05) 772-7.
- 39 Gilboa SM, Mendola P, Olshan AF, Harness C, Loomis D, Langlois PH. et al. Comparison of residential geocoding methods in population-based study of air quality and birth defects.. Environ Res 2006; 101 (02) 256-62.
- 40 Nyberg F, Gustavsson P, Järup L, Bellander T, Berglind N, Jakobsson R. et al. Urban air pollution and lung cancer in Stockholm.. Epidemiology 2000; 11 (05) 487-95.
- 41 Chellini E, Cherubini M, Chetoni L, Seniori Costantini A, Biggeri A, Vannucchi G. Risk of respiratory cancer around a sewage plant in Prato, Italy.. Arch Environ Health 2002; 57 (06) 548-53.
- 42 Goovaerts P, Jacquez GM. Detection of temporal changes in the spatial distribution of cancer rates using local Moran’s I and geostatistically simulated spatial neutral models.. J Geogr Syst 2005; 7 (01) 137-59.
- 43 Greiling DA, Jacquez GM, Kaufmann AM, Rommel RG. Space-time visualization and analysis in the cancer atlas viewer.. J Geogr Syst. 2005; 7 (01) 67-84.
- 44 Biggeri A, Catelan D, Dreassi E. The epidemic of lung cancer in Tuscany (Italy): A joint analysis of male and female mortality by birth cohort.. Spat Spatio-temporal Epidemiol 2009; 1 (01) 31-40.
- 45 Horst MA, Coco AS. Observing the spread of common illnesses through a community: Using geographic information systems (GIS) for surveil-lance.. J Am Board Fam Med 2010; 23 (01) 32-41.
- 46 Hu W, Clements A, Williams G, Tong S. Spatial analysis of notified dengue fever infections.. Epidemiol Infect 2011; 139 (03) 391-9.
- 47 Emch M, Feldacker C, Sirajul SM, Ali M. Seasonality of cholera from 1974 to 2005: A review of global patterns.. Int J Health Geogr; 2008. 7.
- 48 Wagner SE, Burch JB, Bottai M, Puett R, Porter D, Bolick-Aldrich S. et al. Groundwater uranium and cancer incidence in south Carolina.. Cancer Causes Control 2011; 22 (01) 41-50.
- 49 Beyer KMM, Comstock S, Seagren R. Disease maps as context for community mapping: A methodological approach for linking confidential health information with local geographical knowledge for community health research.. J Community Health 2010; 35 (06) 635-44.
- 50 GPHIN [Internet].. Ottawa: Health Canada; c2003 [archived 2013 Jun 24; cited 2012 Apr 19].. Available from: http://www.hc-sc.gc.ca/ahc-asc/pubs/_intactiv/gphin-rmisp/index-eng.php
- 51 HealthMap [Internet].. Boston: Harvard Medical School; c2006-2013 [cited 2012 Apr 19].. Available from: http://healthmap.org/en/
- 52 Biocaster [Internet].. The Biocaster Project; c2006-2011 [cited 2012 Apr 19].. Available from: http://born.nii.ac.jp/
- 53 Fleming G, Merwe Mvd, McFerren G. Fuzzy expert systems and GIS for cholera health risk prediction in southern Africa.. Environ Model Softw 2007; 22 (04) 442-8.
- 54 Lewis MD, Pavlin JA, Mansfield JL, O’Brien S, Boomsma LG, Elbert Y. et al. Disease outbreak detection system using syndromic data in the greater Washington DC area.. Am J Prev Med 2002; 23 (03) 180-6.
- 55 Guo JG, Vounatsou P, Cao CL, Utzinger J, Zhu HQ, Anderegg D. et al. A geographic information and remote sensing based model for prediction of oncomelania hupensis habitats in the Poyang Lake area, China.. Acta Trop 2005; 96 2-3 213-22.
- 56 Ombok M, Adazu K, Odhiambo F, Bayoh N, Kiriinya R, Slutsker L. et al. Geospatial distribution and determinants of child mortality in rural western Kenya 2002-2005.. Trop Med Int Health 2010; 15 (04) 423-33.
- 57 Wu P, Lay J, Guo H, Lin C, Lung S, Su H. Higher temperature and urbanization affect the spatial patterns of dengue fever transmission in subtropical Taiwan.. Sci Total Environ 2009; 407 (07) 2224-33.
- 58 Yang G, Vounatsou P, Zhou X, Utzinger J, Tanner M. A review of geographic information system and remote sensing with applications to the epidemiology and control of schistosomiasis in China.. Acta Trop 2005; 96 2-3 117-29.
- 59 Nakaya T, Nakase K, Osaka K. Spatio-temporal modelling of the HIV epidemic in Japan based on the national HIV/AIDS surveillance.. J Geogr Syst 2005; 7 3-4 313-36.
- 60 Khormi HM, Kumar L. Modeling dengue fever risk based on socioeconomic parameters, nationality and age groups: GIS and remote sensing based case study.. Sci Total Environ 2011; 409 (22) 4713-9.
- 61 Møller-Jensen L. KRY. Exploiting available data sources: Location/allocation modeling for health service planning in rural Ghana.. Geogr Tidsskr 2001; 101: 145-53.
- 62 Rahman S, Smith DK. Use of location-allocation models in health service development planning in developing nations.. Eur J Oper Res 2000; 123 (03) 437-52.
- 63 Schuurman N, Fiedler RS, Grzybowski SCW, Grund D. Defining rational hospital catchments for non-urban areas based on travel-time.. Int J Health Geogr; 2006. 5.
- 64 Farahani RZ, Hekmatfar M. Facility location -concepts, models, algorithms and case studies.. Heidelberg: Physica-verlag - A Springer Company; 2009
- 65 Shortt NK, Moore A, Coombes M, Wymer C. Defining regions for locality health care planning: A multidimensional approach.. Soc Sci Med 2005; 60 (12) 2715-27.
- 66 Murad AA. Creating a geographical information systems-based spatial profile for exploring health services supply and demand.. Am J Appl Sci 2011; 8 (06) 644-51.
- 67 Klauss G, Staub L, Widmer M, Busato A. Hospital service areas - A new tool for health care planning in Switzerland.. BMC Health Serv Res; 2005. 5.
- 68 Ong MEH, Tan EH, Yan X, Anushia P, Lim SH, Leong BS. et al. An observational study describing the geographic-time distribution of cardiac arrests in Singapore: What is the utility of geographic information systems for planning public access defibrillation? (PADS phase I).. Resuscitation 2008; 76 (03) 388-96.
- 69 Sasaki S, Comber AJ, Suzuki H, Brunsdon C. Using genetic algorithms to optimise current and future health planning - the example of ambulance locations.. Int J Health Geogr; 2010. 9.
- 70 Schuurman N, Bell NJ, L’Heureux R, Hameed SM. Modelling optimal location for pre-hospital helicopter emergency medical services.. BMC Emerg Med; 2009. 9.
- 71 Gudes O, Pathak V, Kendall E, Yigitcanlar T. In: Thinking spatially, acting collaboratively: A GIS-based health decision support system for improving the collaborative health-planning practice.. International conference on health informatics, HEALTHINF 2011; 26 January 2011 through 29 January 2011; Rome;: 2011. p. 148-55.
- 72 Gudes O, Kendall E, Yigitcanlar T, Pathak V, Baum S. Rethinking health planning: A framework for organising information to underpin collaborative health planning.. Health Inf Manage 2010; 39 (02) 18-29.
- 73 Houghton F. Reflections on the science and art1 of using a GIS to locate a new national children’s hospital in Ireland.. Ir Geogr 2009; 42 (02) 245-52.
- 74 Lwasa S. Geospatial analysis and decision support for health services planning in Uganda.. Geospat Health 2007; 2 (01) 29-40.
- 75 Brabyn L, Beere P. Population access to hospital emergency departments and the impacts of health reform in New Zealand.. Health Informatics J 2006; 12 (03) 227-37.
- 76 Higgs G. The role of GIS for health utilization studies: Literature review.. Health Serv Outcomes Res Methodol 2009; 9 (02) 84-99.
- 77 Arcury TA, Gesler WM, Preisser JS, Sherman J, Spencer J, Perin J. The effects of geography and spatial behavior on health care utilization among the residents of a rural region.. Health Serv Res 2005; 40 (01) 135-55.
- 78 Chang Y, Wen T, Lai M. Using geographic information systems (GIS) to identify the association between geographic accessibility and hospital-seeking behavior by hepatocellular carcinoma patients in Taiwan.. Taiwan J Public Health 2009; 28 (06) 517-29.
- 79 Brual J, Gravely-Witte S, Suskin N, Stewart DE, Macpherson A, Grace SL. Drive time to cardiac rehabilitation: At what point does it affect utilization?. Int J Health Geogr; 2010. 9.
- 80 Lee JE, Sung JH, Ward WB, Fos PJ, Lee WJ, Kim JC. Utilization of the emergency room: Impact of geographic distance.. Geospat Health 2007; 1 (02) 243-53.
- 81 Leung YW, Brual J, Macpherson A, Grace SL. Geographic issues in cardiac rehabilitation utilization: A narrative review.. Health Place 2010; 16 (06) 1196-205.
- 82 Zulian G, Donisi V, Secco G, Pertile R, Tansella M, Amaddeo F. How are caseload and service utilization of psychiatric services influenced by distance? A geographical approach to the study of community-based mental health services.. Soc Psychiatry Psychiatr Epidemiol 2011; 46 (09) 881-91.
- 83 Henneman PL, Garb JL, Capraro GA, Li H, Smith-line HA, Wait RB. Geography and travel distance impact emergency department visits.. J Emerg Med 2011; 40 (03) 333-9.
- 83a Brabyn L, Gower P. Comparing three GIS techniques for modelling geographical access to general practitioners.. Cartographica. 2004; 39 (02) 41-50.
- 84 Fortney J, Rost K, Warren J. Comparing alternative methods of measuring geographic access to health services.. Health Serv Outcomes Res Methodol 2000; 1 (02) 173-84.
- 85 Yang D, Goerge R, Mullner R. Comparing GIS-based methods of measuring spatial accessibility to health services.. J Med Syst 2006; 30 (01) 23-32.
- 86 Luo W, Qi Y. An enhanced two-step floating catchment area (E2SFCA) method for measuring spatial accessibility to primary care physicians.. Health Place 2009; 15 (04) 1100-7.
- 87 McGrail MR, Humphreys JS. Measuring spatial accessibility to primary care in rural areas: Improving the effectiveness of the two-step floating catchment area method.. Appl Geogr 2009; 29 (04) 533-41.
- 88 Spencer J, Angeles G. Kernel density estimation as a technique for assessing availability of health services in Nicaragua.. Health Serv Outcomes Res Methodol 2007; 7 3-4 145-57.
- 89 Loh C-A, Cobb SC, Johnson CK. Potential and actual accessibility to hospital and hospital services in northeast Florida.. Southeast Geogr 2009; 49 (02) 171-84.
- 90 Higgs G. A literature review of the use of GIS-based measures of access to health care services.. Health Serv Outcomes Res Methodol 2004; 5 (02) 119-39.
- 91 Acharya AB, Nyirenda JC, Higgs GB, Bloomfield MS, Cruz-Flores S, Connor LT. et al. Distance from home to hospital and thrombolytic utilization for acute ischemic stroke.. J Stroke Cerebrovasc Dis 2011; 20 (04) 295-301.
- 92 Simões PP, Almeida RMVR. Geographic accessibility to obstetric care and maternal mortality in a large metropolitan area of Brazil.. Int J Gynecol Obstet 2011; 112 (01) 25-9.
- 93 Cudnik MT, Schmicker RH, Vaillancourt C, Newgard CD, Christenson JM, Davis DP. et al. A geospatial assessment of transport distance and survival to discharge in out of hospital cardiac arrest patients: Implications for resuscitation centers.. Resuscitation 2010; 81 (05) 518-23.
- 94 Yamashita T, Kunkel SR. The association between heart disease mortality and geographic access to hospitals: County level comparisons in Ohio, USA.. Soc Sci Med 2010; 70 (08) 1211-8.
- 95 Jones AP, Haynes R, Sauerzapf V, Crawford SM, Zhao H, Forman D. Travel times to health care and survival from cancers in northern England.. Eur J Cancer 2008; 44 (02) 269-74.
- 96 Pedigo AS, Odoi A. Investigation of disparities in geographic accessibility to emergency stroke and myocardial infarction care in east Tennessee using geographic information systems and network analysis.. Ann Epidemiol 2010; 20 (12) 924-30.
- 97 Susi L, Mascarenhas AK. Using a geographical information system to map the distribution of dentists in Ohio.. J Am Dent Assoc 2002; 133 (05) 636-42.
- 98 Clark RA, Driscoll A, Nottage J, McLennan S, Coombe DM, Bamford EJ. et al. Inequitable provision of optimal services for patients with chronic heart failure: A national geo-mapping study.. Med J Aust 2007; 186 (04) 169-73.
- 99 Stuart B, Hinde A. Accessing genitourinary medicine clinics: Does it matter where you live?. J Fam Plann Reprod Health Care 2011; 37 (03) 152-7.
- 100 White P, James V, Ansell D, Lodhi V, Donovan KL. Equity of access to dialysis facilities in Wales.. QJM 2006; 99 (07) 445-52.
- 101 Dai D. Black residential segregation, disparities in spatial access to health care facilities, and late-stage breast cancer diagnosis in metropolitan Detroit.. Health Place 2010; 16 (05) 1038-52.
- 102 Fulcher CL, Kaukinen CE. Visualizing the infrastructure of US healthcare using internet GIS: A community health informatics approach for reducing health disparities.. Medinfo 2004; 11 Pt (02) 1197-201.
- 103 Committee for the Study of the Future of Public Health.. The Future of Public Health.. Washington:: National Academy Press;; 1988. 225 p.
- 104 Alcaraz KI, Kreuter MW, Bryan RP. Use of GIS to identify optimal settings for cancer prevention and control in African American communities.. Prev Med 2009; 49 (01) 54-7.
- 105 Miner JW, White A, Lubenow AE, Palmer S. Geocoding and social marketing in Alabama’s cancer prevention programs.. Prev Chronic Dis; 2005. 2 Spec no.
- 106 Renger R, Cimetta A, Pettygrove S, Rogan S. Geographic information systems (GIS) as an evaluation tool.. Am J Eval 2002; 23 (04) 469-79.
- 107 Gikandi PW, Noor AM, Gitonga CW, Ajanga AA, Snow RW. Access and barriers to measures targeted to prevent malaria in pregnancy in rural Kenya.. Trop Med Int Health 2008; 13 (02) 208-17.
- 108 Merbitz H, Buttstädt M, Michael S, Dott W, Schneider C. GIS-based identification of spatial variables enhancing heat and poor air quality in urban areas.. Appl Geogr 2012; 33: 94-106.
- 109 Kim BJ, Kwon JW, Seo JH, Kim HB, Lee SY, Park KS. et al. Association of ozone exposure with asthma, allergic rhinitis, and allergic sensitization.. Ann Allergy Asthma Immunol 2011; 107 (03) 214-9.
- 110 Puett RC, Hart JE, Yanosky JD, Paciorek C, Schwartz J, Suh H. et al. Chronic fine and coarse particulate exposure, mortality, and coronary heart disease in the nurses’ health study.. Environ Health Perspect 2009; 117 (11) 1697-701.
- 111 Isakov V, Touma JS, Burke J, Lobdell DT, Palma T, Rosenbaum A. et al. Combining regional- and local-scale air quality models with exposure models for use in environmental health studies.. J Air Waste Manage Assoc 2009; 59 (04) 461-72.
- 112 Vivier PM, Hauptman M, Weitzen SH, Bell S, Quilliam DN, Logan JR. The important health impact of where a child lives: Neighborhood characteristics and the burden of lead poisoning.. Matern Child Health J 2010; 1-8.
- 113 Roberts JR, Hulsey TC, Curtis GB, Reigart JR. Using geographic information systems to assess risk for elevated blood lead levels in children.. Public Health Rep 2003; 118 (03) 221-9.
- 114 Oyana TJ, Margai FM. Geographic analysis of health risks of pediatric lead exposure: A golden opportunity to promote healthy neighborhoods.. Archiv Environ Occup Health 2007; 62 (02) 93-104.
- 115 Miranda ML, Dolinoy DC, Overstreet MA. Mapping for prevention: GIS models for directing childhood lead poisoning prevention programs.. Environ Health Perspect 2002; 110 (09) 947-53.
- 116 Wartenberg D. Screening for lead exposure using a geographic information system.. Environ Res 1992; 59 (02) 310-7.
- 117 Reissman DB, Staley F, Curtis GB, Kaufmann RB. Use of geographic information system technology to aid health department decision making about childhood lead poisoning prevention activities.. Environ Health Perspect 2001; 109 (01) 89-94.
- 118 Reif JS, Burch JB, Nuckols JR, Metzger L, Ellington D, Anger WK. Neurobehavioral effects of exposure to trichloroethylene through a municipal water supply.. Environ Res 2003; 93 (03) 248-58.
- 119 Swartz CH, Rudel RA, Kachajian JR, Brody JG. Historical reconstruction of wastewater and land use impacts to groundwater used for public drinking water: Exposure assessment using chemical data and GIS.. J Expo Anal Environ Epidemiol 2003; 13 (05) 403-16.
- 120 Ghosh S, Dasgupta A, Ghosh SK. In: A geospatial framework for mapping of electromagnetic radiations.. 2nd international conference on computing for geospatial research and applications,; COM.geo 2011; 23 May 2011 through 25 May 2011; Washington, DC;: 2011
- 121 Burch JB, Clark M, Yost MG, Fitzpatrick CTE, Bachand AM, Ramaprasad J. et al. Radio frequency nonionizing radiation in a community exposed to radio and television broadcasting.. Environ Health Perspect 2006; 114 (02) 248-53.
- 122 Quindós Poncela LS, Fernández PL, Gómez Arozamena J, Sainz C, Fernández JA, Suarez Mahou E. et al. Natural gamma radiation map (MARNA) and indoor radon levels in Spain.. Environ Int 2004; 29 (08) 1091-6.
- 123 Tondel M, Lindgren P, Hellström L, Löfman O, Fredrikson M. Risk of malignancies in relation to terrestrial gamma radiation in a Swedish population cohort.. Sci Total Environ 2011; 409 (03) 471-7.
- 124 Ha M, Im H, Lee M, Kim HJ, Kim B, Gimm Y. et al. Radio-frequency radiation exposure from AM radio transmitters and childhood leukemia and brain cancer.. Am J Epidemiol 2007; 166 (03) 270-9.
- 125 Wartenberg D, Greenberg M, Lathrop R. Identification and characterization of populations living near high-voltage transmission lines: A pilot study.. Environ Health Perspect. 1993; 101 (07) 626-32.
- 126 Rinner C, Patychuk D, Bassil K, Nasr S, Gower S, Campbell M. The role of maps in neighborhood-level heat vulnerability assessment for the city of Toronto.. Cartogr Geogr Inf Sci 2010; 37 (01) 31-44.
- 127 Johnson DP, Wilson JS, Luber GC. Socioeconomic indicators of heat-related health risk supplemented with remotely sensed data.. Int J Health Geogr 2009; 8: 57.
- 128 Luber G, McGeehin M. Climate change and extreme heat events.. Am J Prev Med 2008; 35 (05) 429-35.
- 129 Wu PC, Lin CY, Lung SC, Guo HR, Chou CH, Su HJ. Cardiovascular mortality during heat and cold events: Determinants of regional vulnerability in Taiwan.. Occup Environ Med 2011; 68 (07) 525-30.
- 130 Cheng AC, Jacups SP, Gal D, Mayo M, Currie BJ. Extreme weather events and environmental contamination are associated with case-clusters of melioidosis in the northern territory of Australia.. Int J Epidemio. 2006; 35 (02) 323-9.
- 131 Zhou XN, Yang K, Hong QB, Sun LP, Yang GJ, Liang YS. et al. Prediction of the impact of climate warming on transmission of schistosomiasis in china.. Zhongguo Ji Sheng Chong Xue Yu Ji Sheng Chong Bing Za Zhi 2004; 22 (05) 262-5.
- 132 Seong JC, Park TH, Ko JH, Chang SI, Kim M, Holt JB. et al. Modeling of road traffic noise and estimated human exposure in Fulton county, Georgia, USA.. Environ Int 2011; 37 (08) 1336-41.
- 133 Mafizur R, Mahmood HASM, Rumana A. Noise pollution modeling of Dhaka city using GIS.. J Global Environ Eng 2011; 16: 19-24.
- 134 Murphy E, King EA, Rice HJ. Estimating human exposure to transport noise in central Dublin, Ireland.. Environ Int 2009; 35 (02) 298-302.
- 135 Aspuru I, Vázquez M, Eguiguren JL, Tellado N. In: Nilson A, Boden H. editors. Environmental noise management system. integrated answer to the directive for urban noise management from GIS technologies and interim calculation methods. Proceedings of the tenth international congress on sound and vibration; 7 July 2003 through 10 July 2003;. Stockholm;: 2003. p. 2663-70.
- 136 Brink M. Parameters of well-being and subjective health and their relationship with residential traffic noise exposure - A representative evaluation in Switzerland.. Environ Int 2011; 37 (04) 723-33.
- 137 Eriksson C, Bluhm G, Hilding A, Östenson C, Pershagen G. Aircraft noise and incidence of hypertension-gender specific effects.. Environ Res. 2010; 110 (08) 764-72.
- 138 Eriksson C, Rosenlund M, Pershagen G, Hilding A, Östenson C, Bluhm G. Aircraft noise and incidence of hypertension.. Epidemiology 2007; 18 (06) 716-21.
- 139 Bodin T, Albin M, Ardö J, Stroh E, Stergren P, Björk J. Road traffic noise and hypertension: Results from a cross-sectional public health survey in southern Sweden.. Environ Health Global Access Sci Sour; 2009. 8(1).
- 140 Björk J, Ardö J, Stroh E, Lövkvist H, Östergren P, Albin M. Road traffic noise in southern Sweden and its relation to annoyance, disturbance of daily activities and health.. Scand J Work Environ Health 2006; 32 (05) 392-401.
- 141 Gundogdu IB. Applying linear analysis methods to GIS-supported procedures for preventing traffic accidents: Case study of Konya.. Saf Sci 2010; 48 (06) 763-9.
- 142 Ziari H, Khabiri MM. Applied GIS software for improving pedestrian & bicycle safety.. Transport 2005; 20 (04) 160-4.
- 143 Híjar M, Trostle J, Bronfman M. Pedestrian injuries in Mexico: A multi-method approach.. Soc Sci Med 2003; 57 (11) 2149-59.
- 144 Zhang W, Chen Q, McCubbin H, McCubbin L, Foley S. Predictors of mental and physical health: Individual and neighborhood levels of education, social well-being, and ethnicity.. Health Place. 2011; 17 (01) 238-47.
- 145 Prociow PA, Crowe JA. Towards personalised ambient monitoring of mental health via mobile technologies.. Technol Health Care 2010; 18 4-5 275-84.
- 146 Lu X. In: Web GIS based information visualization for infectious disease prevention.. 3rd international symposium on intelligent information technology application, IITA 2009;; 21 November 2009 through 22 November 2009; NanChang;: 2009. p. 148-51.
- 147 Bonet M, Spiegel JM, Ibarra AM, Kouri G, Pintre Lic A, Yassi A. An integrated ecosystem approach for sustainable prevention and control of dengue in central Havana.. Int J Occup Environ Health 2007; 13 (02) 188-94.
- 148 De Souza Dias MCF, Dias GH, Nobre ML. The use of geographical information system (GIS) to improve active leprosy case finding campaigns in the municipality of Mossoro, riot Grande do note state, Brazil.. Lepr Rev 2007; 78 (03) 261-9.
- 149 Ulugtekin N, Alkoy S, Seker DZ. Use of a geographic information system in an epidemiological study in measles in Istanbul.. J Int Med Res 2007; 35 (01) 150-4.
- 150 Kamiya M, Trinipil Lagapa J, Oku Y. Research on targeting sources of alveolar echinococcosis in Japan.. Comp Immunol Microbiol Infect Dis 2007; 30 5-6 427-48.
- 151 Ali M, Emch M, Donnay JP, Yunus M, Sack RB. Identifying environmental risk factors for endemic cholera: A raster GIS approach.. Health Place 2002; 8 (03) 201-10.
- 152 Kligerman M, Sallis JF, Ryan S, Frank LD, Nader PR. Association of neighborhood design and recreation environment variables with physical activity and body mass index in adolescents.. Am J Health Promot 2007; 21 (04) 274-7.
- 153 Leslie E, Coffee N, Frank L, Owen N, Bauman A, Hugo G. Walkability of local communities: Using geographic information systems to objectively assess relevant environmental attributes.. Health Place 2007; 13 (01) 111-22.
- 154 Moudon AV, Lee C, Cheadle AD, Garvin C, Johnson DB, Schmid TL. et al. Attributes of environments supporting walking.. Am J Health Promot 2007; 21 (05) 448-59.
- 155 Wang Z, Lee C. Site and neighborhood environments for walking among older adults.. Health Place 2010; 16 (06) 1268-79.
- 156 Owen N, Cerin E, Leslie E, duToit L, Coffee N, Frank LD. et al. Neighborhood walkability and the walking behavior of Australian adults.. Am J Prev Med 2007; 33 (05) 387-95.
- 157 Hansen W, Kalapasev N, Gillespie A, Singler M, Ball M. Development of a pedestrian walkability database of northern Kentucky using geographic information systems (GIS).. J Phys Act Health 2009; 6 (03) 374-85.
- 158 Duncan MJ, Badland HM, Mummery WK. Applying GPS to enhance understanding of transport-related physical activity.. J Sci Med in Sport 2009; 12 (05) 549-56.
- 159 Meusel D, Ruiz JR, Ortega FB, Hagströmer M, Bergman P, Sjöström M. Assessing levels of physical activity in the European population - the ALPHA project.. Seleccion 2007; 16 (01) 9-12.
- 160 Davey RC, Cochrane T, Gidlow C, Fairburn J, Smith G. Design of a pragmatic cluster randomised controlled trial: Ecological approach to increasing physical activity in an urban community.. Contemp Clin Trials 2008; 29 (05) 774-82.
- 161 Moore S, Kestens Y. Neighborhood environmental correlates of perceived park proximity in Montreal.. Can J Public Health 2011; 102 (03) 176-9.
- 162 Dill J. Bicycling for transportation and health: The role of infrastructure.. J Public Health Policy 2009; 30 SUPPL. (01) S95-S110.
- 163 Liu GC, Wilson JS, Qi R, Ying J. Green neighborhoods, food retail and childhood overweight: Differences by population density.. Am J Health Promot 2007; 21 (04) SUPPL. 317-25.
- 164 Kestens Y, Daniel M. Social inequalities in food exposure around schools in an urban area.. Am J Prev Med 2010; 39 (01) 33-40.
- 165 Wang MC, Kim S, Gonzalez AA, MacLeod KE, Winkleby MA. Socioeconomic and food-related physical characteristics of the neighborhood environment are associated with body mass index.. J Epidemiol Community Health 2007; 61 (06) 491-8.
- 166 French SA, Story M, Jeffery RW. Environmental influences on eating and physical activity;. 2001 [cited 2 November 2011].
- 167 Agarwal PK, Bowman R, Courtright P. Child eye health tertiary facilities in Africa.. J AAPOS 2010; 14 (03) 263-6.
- 168 Bersamin M, Todd M, Remer L. Does distance matter? access to family planning clinics and adolescent sexual behaviors.. Matern Child Health J 2011; 15 (05) 652-9.
- 169 Duczmal LH, Moreira GJP, Burgarelli D, Takahashi RHC, Magalhães FCO, Bodevan EC. Voronoi distance based prospective space-time scans for point data sets: A dengue fever cluster analysis in a southeast Brazilian town.. Int J Health Geogr; 2011. 10.
- 170 Gabrysch S, Cousens S, Cox J, Campbell OMR. The influence of distance and level of care on delivery place in rural Zambia: A study of linked national data in a geographic information system.. PLoS Med; 2011. 8(1).
- 171 Jones SG, Ashby AJ, Momin SR, Naidoo A. Spatial implications associated with using euclidean distance measurements and geographic centroid imputation in health care research.. Health Serv Res 2010; 45 (01) 316-27.
- 172 Zinszer K, Jauvin C, Verma A, Bedard L, Allard R, Schwartzman K. et al. Residential address errors in public health surveillance data: A description and analysis of the impact on geocoding.. Spat Spatio-temporal Epidemiol 2010; 1 2-3 163-8.
- 173 Zandbergen PA. Geocoding quality and implications for spatial analysis.. Geogr Compass 2009; 3 (02) 647-80.
- 174 Zimmerman DL, Li J, Fang X. Spatial autocorrelation among automated geocoding errors and its effects on testing for disease clustering.. Stat Med 2010; 29 (09) 1025-36.
- 175 Vieira VM, Howard GJ, Gallagher LG, Fletcher T. Geocoding rural addresses in a community contaminated by PFOA: A comparison of methods.. Environ Health Global Access Sci Sour; 2010. 9(1).
- 176 Schootman M, Sterling DA, Struthers J, Yan Y, Laboube T, Emo B. et al. Positional accuracy and geographic bias of four methods of geocoding in Epidemiologic research.. Ann Epidemiol 2007; 17 (06) 464-70.
- 177 Zhan FB, Brender JD, DE Lima I, Suarez L, Langlois PH. Match rate and positional accuracy of two geocoding methods for epidemiologic research.. Ann Epidemiol 2006; 16 (11) 842-9.
- 178 Lin G, Gray J, Qu M. Improving geocoding outcomes for the Nebraska cancer registry: Learning from proven practices.. J Registry Manag 2010; 37 (02) 49-56.
- 179 Whyatt JD, Pooley C, Coulton P, Moser M, Bamford W, Davies G. In: Estimating personal exposure to air pollution on the journey to and from school using GPS, GIS and mobile phone technology.. 11th international conference on harmonisation within atmospheric dispersion modelling for regulatory purposes;; 2007
- 180 Healthy Places Terminology [Internet].. Atlanta: Centers for Disease Control and Prevention.. C2009 2013 [updated 2013 Aug 14]. Available from: http://www.cdc.gov/healthyplaces/terminology.htm
- 181 Boulos MNK, Anastasiou A, Bekiaris E, Panou M. Geo-enabled technologies for independent living: Examples from four European projects.. Technol Disabil 2011; 23 (01) 7-17.
- 182 Worringham C, Rojek A, Stewart I. Development and feasibility of a smartphone, ECG and GPS based system for remotely monitoring exercise in cardiac rehabilitation.. PLoS One; 2011. 6(2).
- 183 Herrmann S, Ragan BG. Outcome asssessment part 1: Measurement of physical activity.. Athl Ther Today 2008; 13 (02) 25-8.
- 184 Brezmes T, Gorricho J, Cotrina J. Activity recognition from accelerometer data on a mobile phone.. Salamanca ed;; 2009. [cited 12 October 2011].
- 185 Allen TR, Wong DW. Exploring GIS spatial statistics and remote sensing for risk assessment of vector-borne diseases: A west Nile virus example.. Int J Risk Assess Manage 2006; 6 4-6 253-75.
- 186 Herbreteau V, Salem G, Souris M, Hugot JP, Gonzalez JP. Sizing up human health through remote sensing: Uses and misuses.. Parassitologia 2005; 47 (01) 63-79.
- 187 Beck LR, Lobitz BM, Wood BL. Remote sensing and human health: New sensors and new opportunities.. Emerg Infect Dis 2000; 6 (03) 217-27.
- 188 Chunxiang C, Chang C, Xu M, Zhao J, Gao M, Zhang H. et al. Epidemic risk analysis after the wenchuan earthquake using remote sensing.. Int J Remote Sens 2010; 31 (13) 3631-42.
- 189 Graham AJ, Atkinson PM, Danson FM. Spatial analysis for epidemiology.. Acta Trop 2004; 91 (03) 219-25.
- 190 Jacquez GM. Spatial analysis in epidemiology: Nascent science or a failure of GIS?. Journal of Geographical Systems 2000; 2 (01) 91-7.
- 191 Safran C, Bloomrosen M, Hammond EW, Labkoff S, Markel-Fox S, Tang PC, Detmer DE. Toward a National Framework for the Secondary Use of Health Data: An American Medical Informatics Association White Paper.. J Am Med Inform Assoc 2007 14(1).
- 192 Hay SI, Battle KE, Pigott DM, Smith DL, Moiyes CL, Bhatt S. et al. Global mapping of infectious disease.. Philosophical Transactions of the Royal Society B: Biological Sciences; 2013. 368(1614).
- 193 Hay SI, George DB, Moyes CL, Brownstein JS. Big Data Opportunities for Global Infectious Disease Surveillance.. PLoS Med 2013; 10 (04) e1001413.
Correspondence to:
-
References
- 1 Hipocrates Clifton F, Watts J. Hippocrates upon air, water, and situation: upon epidemical diseases; and upon prognosticks, in acute cases especially.. To this is added (by way of comparison) Thucydides’s account of the plague of Athens, the whole translated, methodis’d, and illustrated with useful and explanatory notes.. London;: Printed for J. Watts;; 1734. 389 p.
- 2 Barrett FA. Finke’s 1792 map of human diseases: The first world disease map?. Soc Sci Med. 2000; 50 7-8 915-21.
- 3 Koch T. Disease Maps: Epidemics on the Ground.. Chicago: University of Chicago Press; 2011
- 4 Snow J. On the mode of communication of cholera.. London: John Churchill; 1855
- 5 Brooker S, Hotez PJ, Bundy DAP. The global atlas of helminth infection: Mapping the way forward in neglected tropical disease control.. PLoS Negl Trop Dis.; 2010. 4(7).
- 6 Smith R. Dartmouth atlas of health care.. BMJ; 2011. 342.
- 7 Mackay J, Mensah GA, Mendis S, Greenlund K. The atlas of heart disease and stroke.. World Health Organization;; 2004
- 8 Barnett E. Men and heart disease: An atlas of racial and ethnic disparities in mortality.. CDC, Centers for Disease Control and Prevention;; 2001
- 9 Levêque A, Humblet PC, Lagasse R. Atlas of ‘avoidable mortality’ in Belgium 1985-1989.. Arch Public Health 1999; 57 1-2 1-87.
- 10 Lloyd OL, Tze-Wai W, Siu-Lan W, Ignatius YTS. Atlas of disease mortalities in Hong Kong for the three five-year periods in 1979-93.. Chinese Univ Pr; 1996
- 11 Albrecht J, Ramasubramanian L. The moving target: A geographic index of relative wellbeing.. J Med Syst 2004; 28 (04) 371-84.
- 12 Meade MS, Emch M. Medical geography.. The Guilford Press; 2010
- 13 Jacquez G. A commentary on the Behavome and Genetic GIS. 2013 Sep 5.. In: BioMedware.; Blog: [Internet]. Available from: http://www.biomedware.com/blog/2013/a-commentary-onthe-behavome-and-genetic-gis/
- 14 Improving the Civilian Global Positioning System (GPS) [Internet].. Washington: Office of Science & Technology Policy; c2000 [cited 2012 Apr 19].. Available from: http://clinton4.nara.gov/WH/EOP/OSTP/html/0053_4.html.
- 15 Nykiforuk CI, Flaman LM. Geographic information systems (GIS) for health promotion and public health: A review.. Health Promot Pract 2011; 12 (01) 63-73.
- 16 Gatrell A, Senior M. Health and health care applications.. Geographical Information Systems: Principles Techniques Management and Applications;; 2.
- 17 Blatt AJ. Maps, geography libraries, and health outcomes: Gazing into the future of medical geography.. J Map Geogr Libr 2011; 7 (01) 2-12.
- 18 Senkowski A, Colonna M, Bicout D. Inframunicipality distribution of lung cancer in the urban area of Grenoble.. Rev Epidemiol Sante Publ 2008; 56 (05) 315-21.
- 19 Jarup L. Health and environment information systems for exposure and disease mapping, and risk assessment.. Environ Health Perspect 2004; 112 (09) 995-7.
- 20 Polack S, Brooker S, Kuper H, Mariotti S, Mabey D, Foster A. Mapping the global distribution of trachoma.. Bull WHO 2005; 83 (12) 913-9.
- 21 Wright Willis A, Evanoff BA, Lian M, Criswell SR, Racette BA. Geographic and ethnic variation in Parkinson disease: A population-based study of us Medicare beneficiaries.. Neuroepidemiology 2010; 34 (03) 143-51.
- 22 Peng ZH, Cheng YJ, Reilly KH, Wang L, Qin QQ, Ding ZW. et al. Spatial distribution of HIV/AIDS in Yunnan province, People’s Republic of China.. Geospatial Health 2011; 5 (02) 177-82.
- 23 Murad AA. Creating a GIS-based epidemiological application for Jeddah city.. Int J Healthc Technol Manage 2008; 9 5-6 540-51.
- 24 Walsh SJ, Dechello LM. Geographical variation in mortality from systemic lupus erythematosus in the United States.. Lupus. 2001; 10 (09) 637-46.
- 25 Jeefoo P, Tripathi NK, Souris M. Spatio-temporal diffusion pattern and hotspot detection of dengue in Chachoengsao province, Thailand.. Int J Environ Res Public Health 2011; 8 (01) 51-74.
- 26 Tiwari N, Adhikari CMS, Tewari A, Kandpal V. Investigation of geo-spatial hotspots for the occurrence of tuberculosis in Almora district, India, using GIS and spatial scan statistic.. Int J Health Geogr; 2006. 5.
- 27 Zuo SQ, Fang LQ, Zhan L, Zhang PH, Jiang JF, Wang LP. et al. Geo-spatial hotspots of haemorrhagic fever with renal syndrome and genetic characterization of Seoul variants in Beijing, China.. PLoS Negl Trop Dis; 2011. 5(1).
- 28 Srivastava A, Nagpal BN, Joshi PL, Paliwal JC, Dash AP. Identification of malaria hot spots for focused intervention in tribal state of India: A GIS based approach.. Int J Health Geogr; 2009. 8(1).
- 29 Murray EJ, Marais BJ, Mans G, Beyers N, Ayles H, Godfrey-Faussett P. et al. A multidisciplinary method to map potential tuberculosis transmission ‘hot spots’ in high-burden communities.. Int J Tuberc Lung Dis 2009; 13 (06) 767-74.
- 30 Lee SS, Wong NS. The clustering and transmission dynamics of pandemic influenza A (H1N1) 2009 cases in Hong Kong.. J Infect 2011; 63 (04) 274-80.
- 31 Sui DZ. Tobler’s first law of geography: A big idea for a small world?. Ann Assoc Am Geogr 2004; 94 (02) 269-77.
- 32 Jarup L, Best N, Toledano MB, Wakefield J, Elliott P. Geographical epidemiology of prostate cancer in Great Britain.. Int J Cancer 2002; 97 (05) 695-9.
- 33 Fischer EAJ, Pahan D, Chowdhury SK, Richardus JH. The spatial distribution of leprosy cases during 15 years of a leprosy control program in Bangladesh: An observational study.. BMC Infect Dis; 2008. 8.
- 34 Wilhelm M, Meng Y, Rull RP, English P, Balmes J, Ritz B. Environmental public health tracking of chidhood asthma using California health interview survey, traffic, and outdoor air pollution data.. Environ Health Perspect 2008; 116 (09) 1254-60.
- 35 Nuvolone D, Maggiore RD, Maio S, Fresco R, Baldacci S, Carrozzi L. et al. Geographical information system and environmental epidemiology: A cross-sectional spatial analysis of the effects of traffic-related air pollution on population respiratory health.. Environ Health Global Access Sci Sour; 2011. 10(1).
- 36 Wang Y, Gulliver J, McHugh C. In: Modeling the health impacts of air pollution exposures in London within the GENESIS system.. 2011 international symposium on water resource and environmental protection, ISWREP 2011; 20 May 2011 through 22 May 2011; Xi’an;: 2011. p. 2341-4.
- 37 Lindgren A, Stroh E, Montnémery P, Nihlén U, Jakobsson K, Axmon A. Traffic-related air pollution associated with prevalence of asthma and COPD/chronic bronchitis.. A cross-sectional study in southern; Sweden.: Int J Health Geogr 2009. 8(1).
- 38 Jerrett M, Finkelstein MM, Brook JR, Arain MA, Kanaroglou P, Stieb DM. et al. A cohort study of traffic-related air pollution and mortality in Toronto, Ontario, Canada.. Environ Health Perspect 2009; 117 (05) 772-7.
- 39 Gilboa SM, Mendola P, Olshan AF, Harness C, Loomis D, Langlois PH. et al. Comparison of residential geocoding methods in population-based study of air quality and birth defects.. Environ Res 2006; 101 (02) 256-62.
- 40 Nyberg F, Gustavsson P, Järup L, Bellander T, Berglind N, Jakobsson R. et al. Urban air pollution and lung cancer in Stockholm.. Epidemiology 2000; 11 (05) 487-95.
- 41 Chellini E, Cherubini M, Chetoni L, Seniori Costantini A, Biggeri A, Vannucchi G. Risk of respiratory cancer around a sewage plant in Prato, Italy.. Arch Environ Health 2002; 57 (06) 548-53.
- 42 Goovaerts P, Jacquez GM. Detection of temporal changes in the spatial distribution of cancer rates using local Moran’s I and geostatistically simulated spatial neutral models.. J Geogr Syst 2005; 7 (01) 137-59.
- 43 Greiling DA, Jacquez GM, Kaufmann AM, Rommel RG. Space-time visualization and analysis in the cancer atlas viewer.. J Geogr Syst. 2005; 7 (01) 67-84.
- 44 Biggeri A, Catelan D, Dreassi E. The epidemic of lung cancer in Tuscany (Italy): A joint analysis of male and female mortality by birth cohort.. Spat Spatio-temporal Epidemiol 2009; 1 (01) 31-40.
- 45 Horst MA, Coco AS. Observing the spread of common illnesses through a community: Using geographic information systems (GIS) for surveil-lance.. J Am Board Fam Med 2010; 23 (01) 32-41.
- 46 Hu W, Clements A, Williams G, Tong S. Spatial analysis of notified dengue fever infections.. Epidemiol Infect 2011; 139 (03) 391-9.
- 47 Emch M, Feldacker C, Sirajul SM, Ali M. Seasonality of cholera from 1974 to 2005: A review of global patterns.. Int J Health Geogr; 2008. 7.
- 48 Wagner SE, Burch JB, Bottai M, Puett R, Porter D, Bolick-Aldrich S. et al. Groundwater uranium and cancer incidence in south Carolina.. Cancer Causes Control 2011; 22 (01) 41-50.
- 49 Beyer KMM, Comstock S, Seagren R. Disease maps as context for community mapping: A methodological approach for linking confidential health information with local geographical knowledge for community health research.. J Community Health 2010; 35 (06) 635-44.
- 50 GPHIN [Internet].. Ottawa: Health Canada; c2003 [archived 2013 Jun 24; cited 2012 Apr 19].. Available from: http://www.hc-sc.gc.ca/ahc-asc/pubs/_intactiv/gphin-rmisp/index-eng.php
- 51 HealthMap [Internet].. Boston: Harvard Medical School; c2006-2013 [cited 2012 Apr 19].. Available from: http://healthmap.org/en/
- 52 Biocaster [Internet].. The Biocaster Project; c2006-2011 [cited 2012 Apr 19].. Available from: http://born.nii.ac.jp/
- 53 Fleming G, Merwe Mvd, McFerren G. Fuzzy expert systems and GIS for cholera health risk prediction in southern Africa.. Environ Model Softw 2007; 22 (04) 442-8.
- 54 Lewis MD, Pavlin JA, Mansfield JL, O’Brien S, Boomsma LG, Elbert Y. et al. Disease outbreak detection system using syndromic data in the greater Washington DC area.. Am J Prev Med 2002; 23 (03) 180-6.
- 55 Guo JG, Vounatsou P, Cao CL, Utzinger J, Zhu HQ, Anderegg D. et al. A geographic information and remote sensing based model for prediction of oncomelania hupensis habitats in the Poyang Lake area, China.. Acta Trop 2005; 96 2-3 213-22.
- 56 Ombok M, Adazu K, Odhiambo F, Bayoh N, Kiriinya R, Slutsker L. et al. Geospatial distribution and determinants of child mortality in rural western Kenya 2002-2005.. Trop Med Int Health 2010; 15 (04) 423-33.
- 57 Wu P, Lay J, Guo H, Lin C, Lung S, Su H. Higher temperature and urbanization affect the spatial patterns of dengue fever transmission in subtropical Taiwan.. Sci Total Environ 2009; 407 (07) 2224-33.
- 58 Yang G, Vounatsou P, Zhou X, Utzinger J, Tanner M. A review of geographic information system and remote sensing with applications to the epidemiology and control of schistosomiasis in China.. Acta Trop 2005; 96 2-3 117-29.
- 59 Nakaya T, Nakase K, Osaka K. Spatio-temporal modelling of the HIV epidemic in Japan based on the national HIV/AIDS surveillance.. J Geogr Syst 2005; 7 3-4 313-36.
- 60 Khormi HM, Kumar L. Modeling dengue fever risk based on socioeconomic parameters, nationality and age groups: GIS and remote sensing based case study.. Sci Total Environ 2011; 409 (22) 4713-9.
- 61 Møller-Jensen L. KRY. Exploiting available data sources: Location/allocation modeling for health service planning in rural Ghana.. Geogr Tidsskr 2001; 101: 145-53.
- 62 Rahman S, Smith DK. Use of location-allocation models in health service development planning in developing nations.. Eur J Oper Res 2000; 123 (03) 437-52.
- 63 Schuurman N, Fiedler RS, Grzybowski SCW, Grund D. Defining rational hospital catchments for non-urban areas based on travel-time.. Int J Health Geogr; 2006. 5.
- 64 Farahani RZ, Hekmatfar M. Facility location -concepts, models, algorithms and case studies.. Heidelberg: Physica-verlag - A Springer Company; 2009
- 65 Shortt NK, Moore A, Coombes M, Wymer C. Defining regions for locality health care planning: A multidimensional approach.. Soc Sci Med 2005; 60 (12) 2715-27.
- 66 Murad AA. Creating a geographical information systems-based spatial profile for exploring health services supply and demand.. Am J Appl Sci 2011; 8 (06) 644-51.
- 67 Klauss G, Staub L, Widmer M, Busato A. Hospital service areas - A new tool for health care planning in Switzerland.. BMC Health Serv Res; 2005. 5.
- 68 Ong MEH, Tan EH, Yan X, Anushia P, Lim SH, Leong BS. et al. An observational study describing the geographic-time distribution of cardiac arrests in Singapore: What is the utility of geographic information systems for planning public access defibrillation? (PADS phase I).. Resuscitation 2008; 76 (03) 388-96.
- 69 Sasaki S, Comber AJ, Suzuki H, Brunsdon C. Using genetic algorithms to optimise current and future health planning - the example of ambulance locations.. Int J Health Geogr; 2010. 9.
- 70 Schuurman N, Bell NJ, L’Heureux R, Hameed SM. Modelling optimal location for pre-hospital helicopter emergency medical services.. BMC Emerg Med; 2009. 9.
- 71 Gudes O, Pathak V, Kendall E, Yigitcanlar T. In: Thinking spatially, acting collaboratively: A GIS-based health decision support system for improving the collaborative health-planning practice.. International conference on health informatics, HEALTHINF 2011; 26 January 2011 through 29 January 2011; Rome;: 2011. p. 148-55.
- 72 Gudes O, Kendall E, Yigitcanlar T, Pathak V, Baum S. Rethinking health planning: A framework for organising information to underpin collaborative health planning.. Health Inf Manage 2010; 39 (02) 18-29.
- 73 Houghton F. Reflections on the science and art1 of using a GIS to locate a new national children’s hospital in Ireland.. Ir Geogr 2009; 42 (02) 245-52.
- 74 Lwasa S. Geospatial analysis and decision support for health services planning in Uganda.. Geospat Health 2007; 2 (01) 29-40.
- 75 Brabyn L, Beere P. Population access to hospital emergency departments and the impacts of health reform in New Zealand.. Health Informatics J 2006; 12 (03) 227-37.
- 76 Higgs G. The role of GIS for health utilization studies: Literature review.. Health Serv Outcomes Res Methodol 2009; 9 (02) 84-99.
- 77 Arcury TA, Gesler WM, Preisser JS, Sherman J, Spencer J, Perin J. The effects of geography and spatial behavior on health care utilization among the residents of a rural region.. Health Serv Res 2005; 40 (01) 135-55.
- 78 Chang Y, Wen T, Lai M. Using geographic information systems (GIS) to identify the association between geographic accessibility and hospital-seeking behavior by hepatocellular carcinoma patients in Taiwan.. Taiwan J Public Health 2009; 28 (06) 517-29.
- 79 Brual J, Gravely-Witte S, Suskin N, Stewart DE, Macpherson A, Grace SL. Drive time to cardiac rehabilitation: At what point does it affect utilization?. Int J Health Geogr; 2010. 9.
- 80 Lee JE, Sung JH, Ward WB, Fos PJ, Lee WJ, Kim JC. Utilization of the emergency room: Impact of geographic distance.. Geospat Health 2007; 1 (02) 243-53.
- 81 Leung YW, Brual J, Macpherson A, Grace SL. Geographic issues in cardiac rehabilitation utilization: A narrative review.. Health Place 2010; 16 (06) 1196-205.
- 82 Zulian G, Donisi V, Secco G, Pertile R, Tansella M, Amaddeo F. How are caseload and service utilization of psychiatric services influenced by distance? A geographical approach to the study of community-based mental health services.. Soc Psychiatry Psychiatr Epidemiol 2011; 46 (09) 881-91.
- 83 Henneman PL, Garb JL, Capraro GA, Li H, Smith-line HA, Wait RB. Geography and travel distance impact emergency department visits.. J Emerg Med 2011; 40 (03) 333-9.
- 83a Brabyn L, Gower P. Comparing three GIS techniques for modelling geographical access to general practitioners.. Cartographica. 2004; 39 (02) 41-50.
- 84 Fortney J, Rost K, Warren J. Comparing alternative methods of measuring geographic access to health services.. Health Serv Outcomes Res Methodol 2000; 1 (02) 173-84.
- 85 Yang D, Goerge R, Mullner R. Comparing GIS-based methods of measuring spatial accessibility to health services.. J Med Syst 2006; 30 (01) 23-32.
- 86 Luo W, Qi Y. An enhanced two-step floating catchment area (E2SFCA) method for measuring spatial accessibility to primary care physicians.. Health Place 2009; 15 (04) 1100-7.
- 87 McGrail MR, Humphreys JS. Measuring spatial accessibility to primary care in rural areas: Improving the effectiveness of the two-step floating catchment area method.. Appl Geogr 2009; 29 (04) 533-41.
- 88 Spencer J, Angeles G. Kernel density estimation as a technique for assessing availability of health services in Nicaragua.. Health Serv Outcomes Res Methodol 2007; 7 3-4 145-57.
- 89 Loh C-A, Cobb SC, Johnson CK. Potential and actual accessibility to hospital and hospital services in northeast Florida.. Southeast Geogr 2009; 49 (02) 171-84.
- 90 Higgs G. A literature review of the use of GIS-based measures of access to health care services.. Health Serv Outcomes Res Methodol 2004; 5 (02) 119-39.
- 91 Acharya AB, Nyirenda JC, Higgs GB, Bloomfield MS, Cruz-Flores S, Connor LT. et al. Distance from home to hospital and thrombolytic utilization for acute ischemic stroke.. J Stroke Cerebrovasc Dis 2011; 20 (04) 295-301.
- 92 Simões PP, Almeida RMVR. Geographic accessibility to obstetric care and maternal mortality in a large metropolitan area of Brazil.. Int J Gynecol Obstet 2011; 112 (01) 25-9.
- 93 Cudnik MT, Schmicker RH, Vaillancourt C, Newgard CD, Christenson JM, Davis DP. et al. A geospatial assessment of transport distance and survival to discharge in out of hospital cardiac arrest patients: Implications for resuscitation centers.. Resuscitation 2010; 81 (05) 518-23.
- 94 Yamashita T, Kunkel SR. The association between heart disease mortality and geographic access to hospitals: County level comparisons in Ohio, USA.. Soc Sci Med 2010; 70 (08) 1211-8.
- 95 Jones AP, Haynes R, Sauerzapf V, Crawford SM, Zhao H, Forman D. Travel times to health care and survival from cancers in northern England.. Eur J Cancer 2008; 44 (02) 269-74.
- 96 Pedigo AS, Odoi A. Investigation of disparities in geographic accessibility to emergency stroke and myocardial infarction care in east Tennessee using geographic information systems and network analysis.. Ann Epidemiol 2010; 20 (12) 924-30.
- 97 Susi L, Mascarenhas AK. Using a geographical information system to map the distribution of dentists in Ohio.. J Am Dent Assoc 2002; 133 (05) 636-42.
- 98 Clark RA, Driscoll A, Nottage J, McLennan S, Coombe DM, Bamford EJ. et al. Inequitable provision of optimal services for patients with chronic heart failure: A national geo-mapping study.. Med J Aust 2007; 186 (04) 169-73.
- 99 Stuart B, Hinde A. Accessing genitourinary medicine clinics: Does it matter where you live?. J Fam Plann Reprod Health Care 2011; 37 (03) 152-7.
- 100 White P, James V, Ansell D, Lodhi V, Donovan KL. Equity of access to dialysis facilities in Wales.. QJM 2006; 99 (07) 445-52.
- 101 Dai D. Black residential segregation, disparities in spatial access to health care facilities, and late-stage breast cancer diagnosis in metropolitan Detroit.. Health Place 2010; 16 (05) 1038-52.
- 102 Fulcher CL, Kaukinen CE. Visualizing the infrastructure of US healthcare using internet GIS: A community health informatics approach for reducing health disparities.. Medinfo 2004; 11 Pt (02) 1197-201.
- 103 Committee for the Study of the Future of Public Health.. The Future of Public Health.. Washington:: National Academy Press;; 1988. 225 p.
- 104 Alcaraz KI, Kreuter MW, Bryan RP. Use of GIS to identify optimal settings for cancer prevention and control in African American communities.. Prev Med 2009; 49 (01) 54-7.
- 105 Miner JW, White A, Lubenow AE, Palmer S. Geocoding and social marketing in Alabama’s cancer prevention programs.. Prev Chronic Dis; 2005. 2 Spec no.
- 106 Renger R, Cimetta A, Pettygrove S, Rogan S. Geographic information systems (GIS) as an evaluation tool.. Am J Eval 2002; 23 (04) 469-79.
- 107 Gikandi PW, Noor AM, Gitonga CW, Ajanga AA, Snow RW. Access and barriers to measures targeted to prevent malaria in pregnancy in rural Kenya.. Trop Med Int Health 2008; 13 (02) 208-17.
- 108 Merbitz H, Buttstädt M, Michael S, Dott W, Schneider C. GIS-based identification of spatial variables enhancing heat and poor air quality in urban areas.. Appl Geogr 2012; 33: 94-106.
- 109 Kim BJ, Kwon JW, Seo JH, Kim HB, Lee SY, Park KS. et al. Association of ozone exposure with asthma, allergic rhinitis, and allergic sensitization.. Ann Allergy Asthma Immunol 2011; 107 (03) 214-9.
- 110 Puett RC, Hart JE, Yanosky JD, Paciorek C, Schwartz J, Suh H. et al. Chronic fine and coarse particulate exposure, mortality, and coronary heart disease in the nurses’ health study.. Environ Health Perspect 2009; 117 (11) 1697-701.
- 111 Isakov V, Touma JS, Burke J, Lobdell DT, Palma T, Rosenbaum A. et al. Combining regional- and local-scale air quality models with exposure models for use in environmental health studies.. J Air Waste Manage Assoc 2009; 59 (04) 461-72.
- 112 Vivier PM, Hauptman M, Weitzen SH, Bell S, Quilliam DN, Logan JR. The important health impact of where a child lives: Neighborhood characteristics and the burden of lead poisoning.. Matern Child Health J 2010; 1-8.
- 113 Roberts JR, Hulsey TC, Curtis GB, Reigart JR. Using geographic information systems to assess risk for elevated blood lead levels in children.. Public Health Rep 2003; 118 (03) 221-9.
- 114 Oyana TJ, Margai FM. Geographic analysis of health risks of pediatric lead exposure: A golden opportunity to promote healthy neighborhoods.. Archiv Environ Occup Health 2007; 62 (02) 93-104.
- 115 Miranda ML, Dolinoy DC, Overstreet MA. Mapping for prevention: GIS models for directing childhood lead poisoning prevention programs.. Environ Health Perspect 2002; 110 (09) 947-53.
- 116 Wartenberg D. Screening for lead exposure using a geographic information system.. Environ Res 1992; 59 (02) 310-7.
- 117 Reissman DB, Staley F, Curtis GB, Kaufmann RB. Use of geographic information system technology to aid health department decision making about childhood lead poisoning prevention activities.. Environ Health Perspect 2001; 109 (01) 89-94.
- 118 Reif JS, Burch JB, Nuckols JR, Metzger L, Ellington D, Anger WK. Neurobehavioral effects of exposure to trichloroethylene through a municipal water supply.. Environ Res 2003; 93 (03) 248-58.
- 119 Swartz CH, Rudel RA, Kachajian JR, Brody JG. Historical reconstruction of wastewater and land use impacts to groundwater used for public drinking water: Exposure assessment using chemical data and GIS.. J Expo Anal Environ Epidemiol 2003; 13 (05) 403-16.
- 120 Ghosh S, Dasgupta A, Ghosh SK. In: A geospatial framework for mapping of electromagnetic radiations.. 2nd international conference on computing for geospatial research and applications,; COM.geo 2011; 23 May 2011 through 25 May 2011; Washington, DC;: 2011
- 121 Burch JB, Clark M, Yost MG, Fitzpatrick CTE, Bachand AM, Ramaprasad J. et al. Radio frequency nonionizing radiation in a community exposed to radio and television broadcasting.. Environ Health Perspect 2006; 114 (02) 248-53.
- 122 Quindós Poncela LS, Fernández PL, Gómez Arozamena J, Sainz C, Fernández JA, Suarez Mahou E. et al. Natural gamma radiation map (MARNA) and indoor radon levels in Spain.. Environ Int 2004; 29 (08) 1091-6.
- 123 Tondel M, Lindgren P, Hellström L, Löfman O, Fredrikson M. Risk of malignancies in relation to terrestrial gamma radiation in a Swedish population cohort.. Sci Total Environ 2011; 409 (03) 471-7.
- 124 Ha M, Im H, Lee M, Kim HJ, Kim B, Gimm Y. et al. Radio-frequency radiation exposure from AM radio transmitters and childhood leukemia and brain cancer.. Am J Epidemiol 2007; 166 (03) 270-9.
- 125 Wartenberg D, Greenberg M, Lathrop R. Identification and characterization of populations living near high-voltage transmission lines: A pilot study.. Environ Health Perspect. 1993; 101 (07) 626-32.
- 126 Rinner C, Patychuk D, Bassil K, Nasr S, Gower S, Campbell M. The role of maps in neighborhood-level heat vulnerability assessment for the city of Toronto.. Cartogr Geogr Inf Sci 2010; 37 (01) 31-44.
- 127 Johnson DP, Wilson JS, Luber GC. Socioeconomic indicators of heat-related health risk supplemented with remotely sensed data.. Int J Health Geogr 2009; 8: 57.
- 128 Luber G, McGeehin M. Climate change and extreme heat events.. Am J Prev Med 2008; 35 (05) 429-35.
- 129 Wu PC, Lin CY, Lung SC, Guo HR, Chou CH, Su HJ. Cardiovascular mortality during heat and cold events: Determinants of regional vulnerability in Taiwan.. Occup Environ Med 2011; 68 (07) 525-30.
- 130 Cheng AC, Jacups SP, Gal D, Mayo M, Currie BJ. Extreme weather events and environmental contamination are associated with case-clusters of melioidosis in the northern territory of Australia.. Int J Epidemio. 2006; 35 (02) 323-9.
- 131 Zhou XN, Yang K, Hong QB, Sun LP, Yang GJ, Liang YS. et al. Prediction of the impact of climate warming on transmission of schistosomiasis in china.. Zhongguo Ji Sheng Chong Xue Yu Ji Sheng Chong Bing Za Zhi 2004; 22 (05) 262-5.
- 132 Seong JC, Park TH, Ko JH, Chang SI, Kim M, Holt JB. et al. Modeling of road traffic noise and estimated human exposure in Fulton county, Georgia, USA.. Environ Int 2011; 37 (08) 1336-41.
- 133 Mafizur R, Mahmood HASM, Rumana A. Noise pollution modeling of Dhaka city using GIS.. J Global Environ Eng 2011; 16: 19-24.
- 134 Murphy E, King EA, Rice HJ. Estimating human exposure to transport noise in central Dublin, Ireland.. Environ Int 2009; 35 (02) 298-302.
- 135 Aspuru I, Vázquez M, Eguiguren JL, Tellado N. In: Nilson A, Boden H. editors. Environmental noise management system. integrated answer to the directive for urban noise management from GIS technologies and interim calculation methods. Proceedings of the tenth international congress on sound and vibration; 7 July 2003 through 10 July 2003;. Stockholm;: 2003. p. 2663-70.
- 136 Brink M. Parameters of well-being and subjective health and their relationship with residential traffic noise exposure - A representative evaluation in Switzerland.. Environ Int 2011; 37 (04) 723-33.
- 137 Eriksson C, Bluhm G, Hilding A, Östenson C, Pershagen G. Aircraft noise and incidence of hypertension-gender specific effects.. Environ Res. 2010; 110 (08) 764-72.
- 138 Eriksson C, Rosenlund M, Pershagen G, Hilding A, Östenson C, Bluhm G. Aircraft noise and incidence of hypertension.. Epidemiology 2007; 18 (06) 716-21.
- 139 Bodin T, Albin M, Ardö J, Stroh E, Stergren P, Björk J. Road traffic noise and hypertension: Results from a cross-sectional public health survey in southern Sweden.. Environ Health Global Access Sci Sour; 2009. 8(1).
- 140 Björk J, Ardö J, Stroh E, Lövkvist H, Östergren P, Albin M. Road traffic noise in southern Sweden and its relation to annoyance, disturbance of daily activities and health.. Scand J Work Environ Health 2006; 32 (05) 392-401.
- 141 Gundogdu IB. Applying linear analysis methods to GIS-supported procedures for preventing traffic accidents: Case study of Konya.. Saf Sci 2010; 48 (06) 763-9.
- 142 Ziari H, Khabiri MM. Applied GIS software for improving pedestrian & bicycle safety.. Transport 2005; 20 (04) 160-4.
- 143 Híjar M, Trostle J, Bronfman M. Pedestrian injuries in Mexico: A multi-method approach.. Soc Sci Med 2003; 57 (11) 2149-59.
- 144 Zhang W, Chen Q, McCubbin H, McCubbin L, Foley S. Predictors of mental and physical health: Individual and neighborhood levels of education, social well-being, and ethnicity.. Health Place. 2011; 17 (01) 238-47.
- 145 Prociow PA, Crowe JA. Towards personalised ambient monitoring of mental health via mobile technologies.. Technol Health Care 2010; 18 4-5 275-84.
- 146 Lu X. In: Web GIS based information visualization for infectious disease prevention.. 3rd international symposium on intelligent information technology application, IITA 2009;; 21 November 2009 through 22 November 2009; NanChang;: 2009. p. 148-51.
- 147 Bonet M, Spiegel JM, Ibarra AM, Kouri G, Pintre Lic A, Yassi A. An integrated ecosystem approach for sustainable prevention and control of dengue in central Havana.. Int J Occup Environ Health 2007; 13 (02) 188-94.
- 148 De Souza Dias MCF, Dias GH, Nobre ML. The use of geographical information system (GIS) to improve active leprosy case finding campaigns in the municipality of Mossoro, riot Grande do note state, Brazil.. Lepr Rev 2007; 78 (03) 261-9.
- 149 Ulugtekin N, Alkoy S, Seker DZ. Use of a geographic information system in an epidemiological study in measles in Istanbul.. J Int Med Res 2007; 35 (01) 150-4.
- 150 Kamiya M, Trinipil Lagapa J, Oku Y. Research on targeting sources of alveolar echinococcosis in Japan.. Comp Immunol Microbiol Infect Dis 2007; 30 5-6 427-48.
- 151 Ali M, Emch M, Donnay JP, Yunus M, Sack RB. Identifying environmental risk factors for endemic cholera: A raster GIS approach.. Health Place 2002; 8 (03) 201-10.
- 152 Kligerman M, Sallis JF, Ryan S, Frank LD, Nader PR. Association of neighborhood design and recreation environment variables with physical activity and body mass index in adolescents.. Am J Health Promot 2007; 21 (04) 274-7.
- 153 Leslie E, Coffee N, Frank L, Owen N, Bauman A, Hugo G. Walkability of local communities: Using geographic information systems to objectively assess relevant environmental attributes.. Health Place 2007; 13 (01) 111-22.
- 154 Moudon AV, Lee C, Cheadle AD, Garvin C, Johnson DB, Schmid TL. et al. Attributes of environments supporting walking.. Am J Health Promot 2007; 21 (05) 448-59.
- 155 Wang Z, Lee C. Site and neighborhood environments for walking among older adults.. Health Place 2010; 16 (06) 1268-79.
- 156 Owen N, Cerin E, Leslie E, duToit L, Coffee N, Frank LD. et al. Neighborhood walkability and the walking behavior of Australian adults.. Am J Prev Med 2007; 33 (05) 387-95.
- 157 Hansen W, Kalapasev N, Gillespie A, Singler M, Ball M. Development of a pedestrian walkability database of northern Kentucky using geographic information systems (GIS).. J Phys Act Health 2009; 6 (03) 374-85.
- 158 Duncan MJ, Badland HM, Mummery WK. Applying GPS to enhance understanding of transport-related physical activity.. J Sci Med in Sport 2009; 12 (05) 549-56.
- 159 Meusel D, Ruiz JR, Ortega FB, Hagströmer M, Bergman P, Sjöström M. Assessing levels of physical activity in the European population - the ALPHA project.. Seleccion 2007; 16 (01) 9-12.
- 160 Davey RC, Cochrane T, Gidlow C, Fairburn J, Smith G. Design of a pragmatic cluster randomised controlled trial: Ecological approach to increasing physical activity in an urban community.. Contemp Clin Trials 2008; 29 (05) 774-82.
- 161 Moore S, Kestens Y. Neighborhood environmental correlates of perceived park proximity in Montreal.. Can J Public Health 2011; 102 (03) 176-9.
- 162 Dill J. Bicycling for transportation and health: The role of infrastructure.. J Public Health Policy 2009; 30 SUPPL. (01) S95-S110.
- 163 Liu GC, Wilson JS, Qi R, Ying J. Green neighborhoods, food retail and childhood overweight: Differences by population density.. Am J Health Promot 2007; 21 (04) SUPPL. 317-25.
- 164 Kestens Y, Daniel M. Social inequalities in food exposure around schools in an urban area.. Am J Prev Med 2010; 39 (01) 33-40.
- 165 Wang MC, Kim S, Gonzalez AA, MacLeod KE, Winkleby MA. Socioeconomic and food-related physical characteristics of the neighborhood environment are associated with body mass index.. J Epidemiol Community Health 2007; 61 (06) 491-8.
- 166 French SA, Story M, Jeffery RW. Environmental influences on eating and physical activity;. 2001 [cited 2 November 2011].
- 167 Agarwal PK, Bowman R, Courtright P. Child eye health tertiary facilities in Africa.. J AAPOS 2010; 14 (03) 263-6.
- 168 Bersamin M, Todd M, Remer L. Does distance matter? access to family planning clinics and adolescent sexual behaviors.. Matern Child Health J 2011; 15 (05) 652-9.
- 169 Duczmal LH, Moreira GJP, Burgarelli D, Takahashi RHC, Magalhães FCO, Bodevan EC. Voronoi distance based prospective space-time scans for point data sets: A dengue fever cluster analysis in a southeast Brazilian town.. Int J Health Geogr; 2011. 10.
- 170 Gabrysch S, Cousens S, Cox J, Campbell OMR. The influence of distance and level of care on delivery place in rural Zambia: A study of linked national data in a geographic information system.. PLoS Med; 2011. 8(1).
- 171 Jones SG, Ashby AJ, Momin SR, Naidoo A. Spatial implications associated with using euclidean distance measurements and geographic centroid imputation in health care research.. Health Serv Res 2010; 45 (01) 316-27.
- 172 Zinszer K, Jauvin C, Verma A, Bedard L, Allard R, Schwartzman K. et al. Residential address errors in public health surveillance data: A description and analysis of the impact on geocoding.. Spat Spatio-temporal Epidemiol 2010; 1 2-3 163-8.
- 173 Zandbergen PA. Geocoding quality and implications for spatial analysis.. Geogr Compass 2009; 3 (02) 647-80.
- 174 Zimmerman DL, Li J, Fang X. Spatial autocorrelation among automated geocoding errors and its effects on testing for disease clustering.. Stat Med 2010; 29 (09) 1025-36.
- 175 Vieira VM, Howard GJ, Gallagher LG, Fletcher T. Geocoding rural addresses in a community contaminated by PFOA: A comparison of methods.. Environ Health Global Access Sci Sour; 2010. 9(1).
- 176 Schootman M, Sterling DA, Struthers J, Yan Y, Laboube T, Emo B. et al. Positional accuracy and geographic bias of four methods of geocoding in Epidemiologic research.. Ann Epidemiol 2007; 17 (06) 464-70.
- 177 Zhan FB, Brender JD, DE Lima I, Suarez L, Langlois PH. Match rate and positional accuracy of two geocoding methods for epidemiologic research.. Ann Epidemiol 2006; 16 (11) 842-9.
- 178 Lin G, Gray J, Qu M. Improving geocoding outcomes for the Nebraska cancer registry: Learning from proven practices.. J Registry Manag 2010; 37 (02) 49-56.
- 179 Whyatt JD, Pooley C, Coulton P, Moser M, Bamford W, Davies G. In: Estimating personal exposure to air pollution on the journey to and from school using GPS, GIS and mobile phone technology.. 11th international conference on harmonisation within atmospheric dispersion modelling for regulatory purposes;; 2007
- 180 Healthy Places Terminology [Internet].. Atlanta: Centers for Disease Control and Prevention.. C2009 2013 [updated 2013 Aug 14]. Available from: http://www.cdc.gov/healthyplaces/terminology.htm
- 181 Boulos MNK, Anastasiou A, Bekiaris E, Panou M. Geo-enabled technologies for independent living: Examples from four European projects.. Technol Disabil 2011; 23 (01) 7-17.
- 182 Worringham C, Rojek A, Stewart I. Development and feasibility of a smartphone, ECG and GPS based system for remotely monitoring exercise in cardiac rehabilitation.. PLoS One; 2011. 6(2).
- 183 Herrmann S, Ragan BG. Outcome asssessment part 1: Measurement of physical activity.. Athl Ther Today 2008; 13 (02) 25-8.
- 184 Brezmes T, Gorricho J, Cotrina J. Activity recognition from accelerometer data on a mobile phone.. Salamanca ed;; 2009. [cited 12 October 2011].
- 185 Allen TR, Wong DW. Exploring GIS spatial statistics and remote sensing for risk assessment of vector-borne diseases: A west Nile virus example.. Int J Risk Assess Manage 2006; 6 4-6 253-75.
- 186 Herbreteau V, Salem G, Souris M, Hugot JP, Gonzalez JP. Sizing up human health through remote sensing: Uses and misuses.. Parassitologia 2005; 47 (01) 63-79.
- 187 Beck LR, Lobitz BM, Wood BL. Remote sensing and human health: New sensors and new opportunities.. Emerg Infect Dis 2000; 6 (03) 217-27.
- 188 Chunxiang C, Chang C, Xu M, Zhao J, Gao M, Zhang H. et al. Epidemic risk analysis after the wenchuan earthquake using remote sensing.. Int J Remote Sens 2010; 31 (13) 3631-42.
- 189 Graham AJ, Atkinson PM, Danson FM. Spatial analysis for epidemiology.. Acta Trop 2004; 91 (03) 219-25.
- 190 Jacquez GM. Spatial analysis in epidemiology: Nascent science or a failure of GIS?. Journal of Geographical Systems 2000; 2 (01) 91-7.
- 191 Safran C, Bloomrosen M, Hammond EW, Labkoff S, Markel-Fox S, Tang PC, Detmer DE. Toward a National Framework for the Secondary Use of Health Data: An American Medical Informatics Association White Paper.. J Am Med Inform Assoc 2007 14(1).
- 192 Hay SI, Battle KE, Pigott DM, Smith DL, Moiyes CL, Bhatt S. et al. Global mapping of infectious disease.. Philosophical Transactions of the Royal Society B: Biological Sciences; 2013. 368(1614).
- 193 Hay SI, George DB, Moyes CL, Brownstein JS. Big Data Opportunities for Global Infectious Disease Surveillance.. PLoS Med 2013; 10 (04) e1001413.