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1

STRESMAN, G. H., J. C. STEVENSON, C. OWAGA, et al. "Validation of three geolocation strategies for health-facility attendees for research and public health surveillance in a rural setting in western Kenya." Epidemiology and Infection 142, no. 9 (2014): 1978–89. http://dx.doi.org/10.1017/s0950268814000946.

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SUMMARYUnderstanding the spatial distribution of disease is critical for effective disease control. Where formal address networks do not exist, tracking spatial patterns of clinical disease is difficult. Geolocation strategies were tested at rural health facilities in western Kenya. Methods included geocoding residence by head of compound, participatory mapping and recording the self-reported nearest landmark. Geocoding was able to locate 72·9% [95% confidence interval (CI) 67·7–77·6] of individuals to within 250 m of the true compound location. The participatory mapping exercise was able to c
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Fisher, Jared A., Maya Spaur, Ian D. Buller, et al. "Spatial Heterogeneity in Positional Errors: A Comparison of Two Residential Geocoding Efforts in the Agricultural Health Study." International Journal of Environmental Research and Public Health 18, no. 4 (2021): 1637. http://dx.doi.org/10.3390/ijerph18041637.

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Geocoding is a powerful tool for environmental exposure assessments that rely on spatial databases. Geocoding processes, locators, and reference datasets have improved over time; however, improvements have not been well-characterized. Enrollment addresses for the Agricultural Health Study, a cohort of pesticide applicators and their spouses in Iowa (IA) and North Carolina (NC), were geocoded in 2012–2016 and then again in 2019. We calculated distances between geocodes in the two periods. For a subset, we computed positional errors using “gold standard” rooftop coordinates (IA; N = 3566) or Glo
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Kaplan, henry G., Molly Scannell Bryan, Xiaohan Hu, et al. "Census tract–level social determinants of health and variability in stage at diagnosis of bladder, breast, and non-small cell lung cancers." Journal of Clinical Oncology 42, no. 16_suppl (2024): 11170. http://dx.doi.org/10.1200/jco.2024.42.16_suppl.11170.

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11170 Background: Social determinants of health (SDOH) can identify underserved populations, inform the patient journey, and identify opportunities to improve outcomes. In cancer, SDOH may influence stage at diagnosis through exposure to risk factors for aggressive cancer and decreased access to care. However, privacy restrictions can limit research with SDOH in real world datasets, which often only know a patient’s broad location. Methods: Geocoding was undertaken on addresses of patients diagnosed between 1/1/17 and 9/30/22 with bladder (n=6078), breast (n=28,958), and non-small cell lung ca
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Troncoso Espinosa, Fredy Humberto, and Nicolás Esteban Fernández Rozas. "Limpieza, corrección y geocodificación de grandes bases de direcciones utilizando minería de texto." Universidad Ciencia y Tecnología 25, no. 109 (2021): 80–87. http://dx.doi.org/10.47460/uct.v25i109.451.

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Para la georreferenciación de un gran número de direcciones, es necesaria la previa geocodificación mediante sistemas de carácter público o privado. La geocodificación no es una ciencia exacta porque las direcciones generalmente son escritas y almacenadas por personas, lo que provoca diferentes problemas de precisión en el registro, como errores ortográficos, datos innecesarios o falta de datos mínimos. Para enfrentar este problema, en este artículo se describe una metodología que limpia y corrige las direcciones optimizando el proceso de geocodificación utilizando los sistemas existentes. Par
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Hartanto, Susi. "PEMBARUAN UI/UX ZALORA UNTUK PENINGKATAN PENGALAMAN MARKETPLACE SELLER & CUSTOMER." Jurnal Da Moda 4, no. 1 (2022): 21–28. http://dx.doi.org/10.35886/damoda.v4i1.414.

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To improve the shopping experience for customers, and provide better selling experience services for marketplace sellers, as of 2021-2022, Zalora updated the UI/UX on the Zalora platform and seller center. There are 8 additional features that are considered to help sellers and customers interact better: 1) Seller Rating Information; 2) There are new payment methods, especially pay later; 3) Payment method improvement; 4) Account verification via email and cellphone number; 5) Address input via geocoding; 6) Voucher in PDV; 7) Zalora Interactive Store; 8) Loyalty Programs; and 9) Z-Live.
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Barry Born, Theo. "Proactive state geographies: Geocoded intelligence in London’s ‘suburban shanty towns’." Environment and Planning D: Society and Space 39, no. 4 (2021): 609–26. http://dx.doi.org/10.1177/02637758211030925.

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This article draws on an ethnographic approach to concrete institutional practices and machine learning algorithms to analyse emergent proactive state geographies in London’s suburbs. The article assesses predictive modelling in housing enforcement in respect of the government of migrant housing precarity in the interstices of rentier and racial capitalism. The article develops two central contentions concerning these proactive state geographies. First, relations between geopolitics, the racialisation of urban space and algorithms need to be situated in relation to institutional state prosaics
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Nafieva, E. N., and A. V. Grechishchev. "CREATION OF A DIGITAL ELENATION MODEL BY THE METHOD OF RADAR INTERFEROMETRY." ECOLOGY ECONOMY INFORMATICS. GEOINFORMATION TECHNOLOGIES AND SPACE MONITORING 2, no. 5 (2020): 96–103. http://dx.doi.org/10.23885/2500-123x-2020-2-5-96-103.

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The article discusses the experience of applying the technique of constructing a digital elevation model (DEM) by the method of radar interferometry using Sentinel-1A / 1B data on the territory of the Amur region near the city of Svobodny in June 2019. The presented method, which consists of 9 main stages, is implemented in the PHOTOMOD Radar software package. The stages of processing include: loading the initial data and converting them into the internal format of the program; creating a project for processing and combining images of an interferometric pair (recalculating the raster of the au
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Milleville, Kenzo, Steven Verstockt, and Nico Van de Weghe. "Automatic Georeferencing of Topographic Raster Maps." ISPRS International Journal of Geo-Information 11, no. 7 (2022): 387. http://dx.doi.org/10.3390/ijgi11070387.

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In recent years, many scientific institutions have digitized their collections, which often include a large variety of topographic raster maps. These raster maps provide accurate (historical) geographical information but cannot be integrated directly into a geographical information system (GIS) due to a lack of metadata. Additionally, the text labels on the map are usually not annotated, making it inefficient to query for specific toponyms. Manually georeferencing and annotating the text labels on these maps is not cost-effective for large collections. This work presents a fully automated geor
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Finkel, Deborah, Ida Karlsson, Malin Ericsson, Tom Russ, Anna Dahl Aslan, and Nancy L. Pedersen. "Twin Similarity for Neighborhood, Geographic Mobility, and Health Outcomes in Late Adulthood." Innovation in Aging 5, Supplement_1 (2021): 245–46. http://dx.doi.org/10.1093/geroni/igab046.948.

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Abstract Socioeconomic status (SES) is one of the most robust predictors of health. The source of SES-health associations is heavily debated; one approach is investigating neighborhood-level environmental characteristics. Challenges include selection effects and the possibility of reverse causation: people choose their neighborhoods. Longitudinal twin research can overcome these issues by assessing location choice over time as well as twin similarity; however, few existing twin studies have incorporated neighborhood-level data, and none of those focus on aging. Using longitudinal data from the
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Thompson, Caroline A., Mindy DeRouen, Su-Ying Liang, et al. "Abstract PR08: Linking electronic health records with cancer registry data for epidemiology and health services research: Challenges and opportunities." Cancer Epidemiology, Biomarkers & Prevention 29, no. 9_Supplement (2020): PR08. http://dx.doi.org/10.1158/1538-7755.modpop19-pr08.

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Abstract Background: There is tremendous potential to leverage the value from electronic health records (EHRs) and population-based cancer registry data by integrating them to study the cancer continuum from screening to diagnosis and treatment. Registries provide detailed diagnosis and tumor characteristics and initial treatment summaries (even across health care systems), while EHRs contain rich clinical detail such as medical histories and preventive screenings. Moreover, to the extent that EHR systems may be comparable across health care systems, pooling EHRs from multiple health care syst
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Torbinio, Claudio. "Positional Triage: geotagging and geographic information system (GIS)." Confronto professionale 2, no. 2 (2013): 100.

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The combination of GPS services [1] and information technology is increasing with the use of geotagging services [2] now present by default in many devices such as smartphones [3], cell phones and cameras. A phone camera, properly enabled, can take pictures and embed GPS coordinates of position in the metadata [4] of the resulting image file. Have recently also been set up online services such as Foursquare [5], Flickr [6], Twitter [7], directed to or geocaching geotagging [8]. This feature has significant effects on the deep and personal safety and the products and projects that are useful to
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McKeon, Thomas P., Vicky Tam, Wei-Ting Hwang, Paul Wileyto, Karen Glanz, and Trevor M. Penning. "Abstract PR06: Geocoding and integrating multiple environmental exposomics sources: Assessing population hazard to lung carcinogens in 421 zip codes of a cancer center catchment area." Cancer Epidemiology, Biomarkers & Prevention 29, no. 9_Supplement (2020): PR06. http://dx.doi.org/10.1158/1538-7755.modpop19-pr06.

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Abstract To assess risk factors that contribute to lung cancer burden in the Abramson Cancer Center (ACC) catchment area, we integrated geospatial data of exposure to pollutants from publicly available EPA and NASA datasets. The study area covers the 421 zip codes that make up the 12 counties of the catchment area from which most of the ACC patients come. The counties include 5 that surround Philadelphia, 6 in New Jersey, and 1 in Delaware. Environmental exposure data, sourced from US-EPA Air Quality System (AQS) Data Mart, were focused on air pollutants since air pollution is recognized by th
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Pyvovar, Petro. "SWOT analysis as a tool for strategic analysis of the natural resource potential of rural areas." Scientific notes, no. 32 (October 24, 2023): 139–53. https://doi.org/10.33111/vz_kneu.32.23.03.12.087.093.

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As a result of studying the theoretical and methodological foundations of SWOT analysis with subsequent application of the R programming language (Big Data Analysis) and ArcGIS PRO geoinformation software (GIS geocoding technologies), the methodological approaches to conducting SWOT analysis of the natural-resource potential of territorial communities have been improved and adapted. The enhanced methodology consists of the following stages: 1) Formation of an indicator system; 2) Establishment of evaluation criteria for indicators within two groups: strengths and weaknesses, opportunities and
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Oates, Gabriela R., Bryant W. Hamby, Sejong Bae, Maria C. Norena, H. Olivia Hart, and Mona N. Fouad. "Bikeshare Use in Urban Communities: Individual and Neighborhood Factors." Ethnicity & Disease 27, Suppl 1 (2017): 303. http://dx.doi.org/10.18865/ed.27.s1.303.

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<p class="Pa7"><strong>Objective: </strong>Bicycling is an affordable way to increase access to employment, school­ing, and services and an effective measure against obesity. Bikeshare programs can make bicycling accessible to diverse popula­tions, but little evidence exists on their adoption in low-resource neighborhoods. Our study examined factors associated with bikeshare use in a metropolitan area in the southern United States.</p><p class="Pa7"><strong>Methods: </strong>We performed a retrospective cross-sectional analysis of a database of clients
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STADNIKOV, V., N. LIKHVA, and O. KONSTANTINOVA. "Modern technologies of geospatial analysis during urban territory planning." Modern achievements of geodesic science and industry 1, no. 45 (2023): 135–45. http://dx.doi.org/10.33841/1819-1339-1-45-135-145.

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Zoning is an important factor of territorial organization and management of the economy of a separate territorial unit – country, oblast, district oblast, city, district city, selective districts, zones of communal and administrative division, and others. Zoning involves the distribution of the territory taking into account the objective laws of the territorial division of labor, the formation of territorial-production complexes of various scales, etc. The article analyzes the main ideas of specialists regarding the issues of zoning the city territory using GIS technologies and methods of geoi
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Lopushanskiy, А. M., and Ya A. Bekeneva. "Processing and Analysis of Messages for Geocoding of Anomalous Cases." LETI Transactions on Electrical Engineering & Computer Science 16, no. 9 (2023): 60–69. http://dx.doi.org/10.32603/2071-8985-2023-16-9-60-69.

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The purpose of the research was to study and implement methods for collecting and processing data obtained from social networks to extract useful information about emergency situations. Information extracted from social media posts can help detect the fact of an emergency and establish its approximate geographical location based on the text of the record reporting the incident. Tools were designed and developed that implement the collection and analysis of records from the VK social network communities. A tool has been created to extract the geographical location described in the analyzed text
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Levine, Ned, and Karl E. Kim. "The location of motor vehicle crashes in Honolulu: a methodology for geocoding intersections." Computers, Environment and Urban Systems 22, no. 6 (1998): 557–76. http://dx.doi.org/10.1016/s0198-9715(98)00034-9.

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Zimmerman, Dale L., and Jie Li. "The effects of local street network characteristics on the positional accuracy of automated geocoding for geographic health studies." International Journal of Health Geographics 9, no. 1 (2010): 10. http://dx.doi.org/10.1186/1476-072x-9-10.

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Reef, Daniel K., Alyssa De Castro, Jennat Mustafa, et al. "Equal Access to Hematopoietic Stem Cell Transplant in a Minority-Rich, Ethnically Diverse, Socioeconomically Disadvantaged Population with Peripheral T-Cell Lymphomas at the Montefiore Medical Center/Albert Einstein College of Medicine." Blood 138, Supplement 1 (2021): 3035. http://dx.doi.org/10.1182/blood-2021-149271.

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Abstract Introduction: Peripheral T-cell lymphomas (PTCLs) are rare and heterogeneous with poor prognosis. There is a paucity of data on outcomes in minority populations. We studied relationships between socioeconomic status (SES), race, and ethnicity and access to hematopoietic stem cell transplant (HSCT) and survival. For analyses of SES we used a measure of neighborhood disadvantage called the Area Deprivation Index (ADI), a composite of 17 measures of education, employment, housing quality, and poverty validated across a range of diseases (Kind et al NEJM 2018). Methods: To identify subjec
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Sukumar, Senthil, Jenna Brown, Marshall Mazepa, Spero Cataland, and Shruti Chaturvedi. "More Than ADAMTS13: The Impact of Area Deprivation on Major Adverse Cardiovascular Events in Ittp Survivors." Blood 144, Supplement 1 (2024): 140. https://doi.org/10.1182/blood-2024-211400.

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Introduction: Immune-mediated thrombotic thrombocytopenic purpura (iTTP) survivors experience significant cardiovascular morbidity and mortality even in clinical remission, and Black patients have disproportionately high rate of events. We conducted this retrospective cross-sectional study to determine the association between area deprivation index (ADI), a multifaceted proxy measure for socioeconomic disadvantage, and MACE. Methods: Adults (≥18 years of age) with confirmed iTTP in the Ohio State University (OSU) TTP registry and Johns Hopkins University thrombotic microangiopathy registry fro
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Abraham, Ivy, Garth Rauscher, Anand Ashwin Patel, et al. "The Role of Structural Violence in Acute Myeloid Leukemia Outcomes." Blood 136, Supplement 1 (2020): 10. http://dx.doi.org/10.1182/blood-2020-136379.

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Background: Non-Hispanic Black (NHB) and Hispanic patients with Acute Myeloid Leukemia (AML) have higher mortality rates than non-Hispanic white (NHW) patients despite lower incidence, more favorable genetics, and a younger age at presentation (Darbinyan, Blood Adv. 2017). We performed a multilevel analysis of disparities in AML patients to investigate the contribution of structural violence, specifically neighborhood SES, on racial/ethnic differences in leukemia-specific survival. Methods: Adult AML (non-APL) patients diagnosed between 2012 and 2018 at six academic cancer centers in the Chica
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Trung, Tran Van, Tran Anh Tu, Nguyen Phuong Thao, Luu Quang Thang, Pham Bao Son, and Bui Quang Hung. "Research and Optimize Geocoding with the User's Coordinates on VMap." VNU Journal of Science: Computer Science and Communication Engineering 37, no. 1 (2021). http://dx.doi.org/10.25073/2588-1086/vnucsce.279.

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In this article, we present an optimal method for searching the address on VMap based on the current location and the entire view of the users. The article will focus on understanding and researching factors to optimize user's search, enhancing the user’s experience on VMap. The article used data from OpenStreetMap, open source of Pelias geocoder to run test suites. Specifically, based on comparison results with the best rated digital map platform today, Google Maps, we calculated the effectiveness of the method. The proposed method helps to diversify search results with the user's current loc
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Fry, Richard, Sarah Rodgers, Scott Orford, Jennifer Morgan, and David Fone. "Geocoding routinely collected administrative data to measure access to alcohol outlets in Wales." International Journal of Population Data Science 1, no. 1 (2017). http://dx.doi.org/10.23889/ijpds.v1i1.342.

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ABSTRACTObjectivesA substantial level of excess alcohol consumption results in a wide range of harm and the potential impact on health at the population level of a reduction in consumption is considerable. A proposed policy for reducing alcohol consumption is restricting the availability of alcohol through reducing the density of alcohol outlets. We set out to create a high spatial resolution alcohol outlet dataset suitable for evaluating longitudinal changes in chronic alcohol related conditions.
 ApproachRequests were made for the names and location of all licensed alcohol outlets withi
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de Loizaga, Sarah R., Lindsay Arthur, Bhawna Arya, et al. "Rheumatic Heart Disease in the United States: Forgotten But Not Gone." Journal of the American Heart Association 10, no. 16 (2021). http://dx.doi.org/10.1161/jaha.120.020992.

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Background Recent evaluation of rheumatic heart disease (RHD) mortality demonstrates disproportionate disease burden within the United States. However, there are few contemporary data on US children living with acute rheumatic fever (ARF) and RHD. Methods and Results Twenty‐two US pediatric institutions participated in a 10‐year review (2008–2018) of electronic medical records and echocardiographic databases of children 4 to 17 years diagnosed with ARF/RHD to determine demographics, diagnosis, and management. Geocoding was used to determine a census tract‐based socioeconomic deprivation index.
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Shen, Albert Yuh-Jer, Serap Sobnosky, May J. Liu, Anne M. Ichiuji, Ahmed I. Shah, and Wansu Chen. "Abstract 3161: Race/Ethnicity is an Independent Predictor of Atrial Fibrillation among Individuals 60 Years and Older." Circulation 118, suppl_18 (2008). http://dx.doi.org/10.1161/circ.118.suppl_18.s_1105-c.

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Atrial fibrillation (AF) is present in 4 – 8% of people 60 years and older based on studies of predominantly white populations. Limited data involving specific disease states (e.g., HF and acute coronary syndromes) suggest that AF prevalence in blacks and Asians are approximately half that of whites. Scarce data exist regarding racial/ethnic differences in AF prevalence in US communities. This is a cross-section, observational study. In 2005, there were 467,087 members in the Kaiser Permanente Southern California health plan aged 60 years or older. By searching ICD-9 codes and electronic ECG a
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Schmitz, Kathryn H., Kathryn Demanelis, Mary E. Crisafio, et al. "Proximity to cancer rehabilitation and exercise oncology by geography, race, and socioeconomic status." Cancer, September 22, 2024. http://dx.doi.org/10.1002/cncr.35515.

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AbstractBackgroundCancer rehabilitation and exercise oncology (CR/EO) have documented benefits for people living with and beyond cancer. The authors examined proximity to CR/EO programs across the United States with respect to population density, race and ethnicity, socioeconomic status, and cancer incidence and mortality rates.MethodsThis cross‐sectional study was conducted in 2022–2023. Online searches were initiated to identify CR/EO programs. Geocoding was used to obtain latitudinal and longitudinal geospatial coordinates. Demographic data were abstracted from the 2020 5‐year American Comm
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TREMBLAY, ELISE S., ENJU LIU, and LORI M. LAFFEL. "1022-P: Youth from High-Poverty Neighborhoods Demonstrate Higher HbA1c within Year after Diagnosis of T1D." Diabetes 71, Supplement_1 (2022). http://dx.doi.org/10.2337/db22-1022-p.

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Background: T1D management and control in the year after diagnosis often establish long-term patterns for pediatric patients. Disparities in HbA1c based on race, ethnicity, and socioeconomic status (SES) are documented in the pediatric literature; yet there is limited description of the timeline in which these disparities appear. Study Design: We conducted a retrospective chart review of patients diagnosed with T1D at a tertiary children’s hospital between 1/1/16 and 2/20/20 who received follow-up care for at least 1 year. Using zip-code level geocoding, we obtained community-level SES data ba
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De Loizaga, Sarah R., Lindsay Arthur, Bhawna Arya, et al. "Abstract 14693: Rheumatic Heart Disease and Deprivation in the United States: A Retrospective Review." Circulation 142, Suppl_3 (2020). http://dx.doi.org/10.1161/circ.142.suppl_3.14693.

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Introduction: Rheumatic heart disease (RHD) tracks with other cardiovascular health inequities in the US; however, RHD mortality captures a fraction of those affected and lags behind diagnosis by decades. There is little contemporary data on children living with acute rheumatic fever (ARF) and RHD within the US. This study describes recent pediatric ARF/RHD in the US and examines the association with community deprivation. Methods: Sixty US institutions were invited to participate in a 10-year review (2008-2018). Geocoding was used to determine a census tract-based socioeconomic deprivation in
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Cash, Rebecca, Madison K. Rivard, Eric Cortez, David Keseg, and Ashish Panchal. "Abstract 187: Cardiac Arrest Incidence, Bystander Cardiopulmonary Resuscitation Rates, and Community Characteristics Differ by High and Low Risk Areas." Circulation 140, Suppl_2 (2019). http://dx.doi.org/10.1161/circ.140.suppl_2.187.

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Introduction: Survival from out-of-hospital cardiac arrest (OHCA) has significant variation which may be due to differing rates of bystander cardiopulmonary resuscitation (BCPR). Defining and understanding the community characteristics of high-risk areas (census tracts with low BCPR rates and high OHCA incidence) can help inform novel interventions to improve outcomes. Our objectives were to identify high and low risk census tracts in Franklin County, Ohio and to compare the OHCA incidence, BCPR rates, and community characteristics. Methods: This was a cross-sectional analysis of OHCA events t
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Vieira, Verónica M., Gregory J. Howard, Lisa G. Gallagher, and Tony Fletcher. "Geocoding rural addresses in a community contaminated by PFOA: a comparison of methods." Environmental Health 9, no. 1 (2010). http://dx.doi.org/10.1186/1476-069x-9-18.

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Präger, Maximilian, Christoph Kurz, Julian Böhm, Michael Laxy, and Werner Maier. "Using data from online geocoding services for the assessment of environmental obesogenic factors: a feasibility study." International Journal of Health Geographics 18, no. 1 (2019). http://dx.doi.org/10.1186/s12942-019-0177-9.

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Dotson, Kayley, and Robert Gottlieb. "Enhancing Drug Overdose Alerts with Spatial Visualization." Online Journal of Public Health Informatics 11, no. 1 (2019). http://dx.doi.org/10.5210/ojphi.v11i1.9672.

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ObjectiveThis poster presentation shares Indiana’s approach of alerting local health departments (LHDs) with near real-time drug overdose data and how this process has been enhanced through mapping and analysis with a geographic information system (GIS).IntroductionSince 2008, drug overdose deaths exceeded the number of motor vehicle traffic-related deaths in Indiana, and the gap continues to widen1. While federal funding opportunities are available for states, it often takes years for best practices to be developed, shared, and published. Similarly, local health departments (LHDs) may experie
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Mester, Benedikt, Katja Frieler, and Jacob Schewe. "Human displacements, fatalities, and economic damages linked to remotely observed floods." Scientific Data 10, no. 1 (2023). http://dx.doi.org/10.1038/s41597-023-02376-9.

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AbstractWe present a new open source dataset FLODIS that links estimates of flood-induced human displacements, fatalities, and economic damages to flooded areas observed through remote sensing. The dataset connects displacement data from the Internal Displacement Monitoring Centre (IDMC), as well as data on fatalities and damages from the Emergency Events Database (EM-DAT), with the Global Flood Database (GFD), a satellite-based inventory of historic flood footprints. It thereby provides a spatially explicit estimate of the flood hazard underlying each individual disaster event. FLODIS contain
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Lin, Shyang-Woei, Chia-Feng Yen, Tzu-Ying Chiu, Wen-Chou Chi, and Tsan-Hon Liou. "New indices for home nursing care resource disparities in rural and urban areas, based on geocoding and geographic distance barriers: a cross-sectional study." International Journal of Health Geographics 14, no. 1 (2015). http://dx.doi.org/10.1186/s12942-015-0021-9.

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Faridah, Lia, I. Gede Nyoman Mindra, Ramadhani Eka Putra, et al. "Spatial and temporal analysis of hospitalized dengue patients in Bandung: demographics and risk." Tropical Medicine and Health 49, no. 1 (2021). http://dx.doi.org/10.1186/s41182-021-00329-9.

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Abstract Background Bandung, the fourth largest city in Indonesia and capital of West Java province, has been considered a major endemic area of dengue, and studies show that the incidence in this city could increase and spread rapidly. At the same time, estimation of incidence could be inaccurate due to a lack of reliable surveillance systems. To provide strategic information for the dengue control program in the face of limited capacity, this study used spatial pattern analysis of a possible outbreak of dengue cases, through the Geographic Information System (GIS). To further enhance the inf
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