Spatial and Spatio-Temporal Epidemiology最新文献

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Spatio-temporal patterns of the mortality of diseases associated with malnutrition and their relationship with food establishments in Mexico 墨西哥与营养不良有关的疾病死亡率的时空格局及其与食品企业的关系
IF 3.4
Spatial and Spatio-Temporal Epidemiology Pub Date : 2023-09-18 DOI: 10.1016/j.sste.2023.100619
José Mauricio Galeana-Pizaña, Leslie Verdeja-Vendrell, Raiza González-Gómez, Rodrigo Tapia-McClung
{"title":"Spatio-temporal patterns of the mortality of diseases associated with malnutrition and their relationship with food establishments in Mexico","authors":"José Mauricio Galeana-Pizaña,&nbsp;Leslie Verdeja-Vendrell,&nbsp;Raiza González-Gómez,&nbsp;Rodrigo Tapia-McClung","doi":"10.1016/j.sste.2023.100619","DOIUrl":"https://doi.org/10.1016/j.sste.2023.100619","url":null,"abstract":"<div><p>This study explores the spatio-temporal behavior of mortality due to multiple causes associated with several diseases and their relationship with the physical availability of food. We analyze data for the 2010–2020 period at the municipality level in Mexico. After collecting and standardizing national databases for each disease, we perform SATSCAN temporal and FleXScan spatial cluster analyses. We use the he Kruskal-Wallis test to analyze the differences between municipalities with high relative risk of mortality and their relationship with food retail units and food establishments. We found statistically significant relationships between clusters by disease and the physical availability of food per hundred thousand inhabitants. The main pattern is a higher average density of convenience stores, supermarkets, fast food chains and franchises, and Mexican snack restaurants in high-risk municipalities, while a higher density of grocery stores and inns, cheap kitchens, and menu restaurants exists in the municipalities with low risk. The density of convenience stores, fast food chains and franchises, and Mexican snack restaurants plays a very important role in mortality behavior, so measures must exist to regulate them and encourage and protect convenience stores, grocery stores, and local food preparation units.</p></div>","PeriodicalId":46645,"journal":{"name":"Spatial and Spatio-Temporal Epidemiology","volume":"47 ","pages":"Article 100619"},"PeriodicalIF":3.4,"publicationDate":"2023-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49758121","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Space-time clusters of cardiovascular mortality and the role of heatwaves and cold spells in the city of São Paulo, Brazil 心血管死亡率的时空集群以及热浪和寒潮在巴西圣保罗的作用
IF 3.4
Spatial and Spatio-Temporal Epidemiology Pub Date : 2023-09-18 DOI: 10.1016/j.sste.2023.100620
Sara Lopes de Moraes , Ricardo Almendra , Ligia Vizeu Barrozo
{"title":"Space-time clusters of cardiovascular mortality and the role of heatwaves and cold spells in the city of São Paulo, Brazil","authors":"Sara Lopes de Moraes ,&nbsp;Ricardo Almendra ,&nbsp;Ligia Vizeu Barrozo","doi":"10.1016/j.sste.2023.100620","DOIUrl":"https://doi.org/10.1016/j.sste.2023.100620","url":null,"abstract":"<div><p>The effects extreme air temperature events are related with an increase in cardiovascular mortality among vulnerable groups worldwide. Therefore, we identify spatiotemporal mortality clusters associated with diseases of the cardiovascular system among people ≥ 65 years in São Paulo, from 2006 to 2015, and investigate whether high-risk mortality clusters occurred during or following extreme air temperature events. To detect the clusters, we used daily mortality data and a retrospective space-time scan analysis with a discrete Poisson model. Extreme air temperature events were defined by daily mean temperatures, below the 10th percentile for cold spells and above the 90th percentile for heatwaves, with two or more consecutive days. We found statistically significant high-risk mortality clusters located in the peripheral areas. The spatiotemporal clusters of risk areas for cardiovascular and ischemic heart disease occurred during or following cold spell events, whereas those for stroke and ischemic stroke events were related to heatwaves.</p></div>","PeriodicalId":46645,"journal":{"name":"Spatial and Spatio-Temporal Epidemiology","volume":"47 ","pages":"Article 100620"},"PeriodicalIF":3.4,"publicationDate":"2023-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49758122","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The correlation between small papillary thyroid cancers and gamma radionuclides Cs-137, Th-232, U-238 and K-40 using spatially-explicit, register-based methods 小乳头状甲状腺癌与γ放射性核素Cs-137、Th-232、U-238和K-40的相关性研究
IF 3.4
Spatial and Spatio-Temporal Epidemiology Pub Date : 2023-09-18 DOI: 10.1016/j.sste.2023.100618
Haytham Bayadsi , Paul Van Den Brink , Mårten Erlandsson , Soffia Gudbjornsdottir , Samy Sebraoui , Sofi Koorem , Pär Nordin , Joakim Hennings , Oskar Englund
{"title":"The correlation between small papillary thyroid cancers and gamma radionuclides Cs-137, Th-232, U-238 and K-40 using spatially-explicit, register-based methods","authors":"Haytham Bayadsi ,&nbsp;Paul Van Den Brink ,&nbsp;Mårten Erlandsson ,&nbsp;Soffia Gudbjornsdottir ,&nbsp;Samy Sebraoui ,&nbsp;Sofi Koorem ,&nbsp;Pär Nordin ,&nbsp;Joakim Hennings ,&nbsp;Oskar Englund","doi":"10.1016/j.sste.2023.100618","DOIUrl":"https://doi.org/10.1016/j.sste.2023.100618","url":null,"abstract":"<div><p>A steep increase of small papillary thyroid cancers (sPTCs) has been observed globally. A major risk factor for developing PTC is ionizing radiation. The aim of this study is to investigate the spatial distribution of sPTC in Sweden and the extent to which prevalence is correlated to gamma radiation levels (Caesium-137 (Cs-137), Thorium-232 (Th-232), Uranium-238 (U-238) and Potassium-40 (K-40)) using multiple geospatial and geostatistical methods. The prevalence of metastatic sPTC was associated with significantly higher levels of Gamma radiation from Th-232, U-238 and K-40. The association is, however, inconsistent and the prevalence is higher in densely populated areas. The results clearly indicate that sPTC has causative factors that are neither evenly distributed among the population, nor geographically, calling for further studies with bigger cohorts. Environmental factors are believed to play a major role in the pathogenesis of the disease.</p></div>","PeriodicalId":46645,"journal":{"name":"Spatial and Spatio-Temporal Epidemiology","volume":"47 ","pages":"Article 100618"},"PeriodicalIF":3.4,"publicationDate":"2023-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49758434","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evolution of spatial disease clusters via a Bayesian space-time variability modelling 基于贝叶斯时空变异性模型的空间疾病集群进化
IF 3.4
Spatial and Spatio-Temporal Epidemiology Pub Date : 2023-08-27 DOI: 10.1016/j.sste.2023.100617
Frank Badu Osei
{"title":"Evolution of spatial disease clusters via a Bayesian space-time variability modelling","authors":"Frank Badu Osei","doi":"10.1016/j.sste.2023.100617","DOIUrl":"10.1016/j.sste.2023.100617","url":null,"abstract":"<div><p>This study proposes to use exceedance posterior probabilities of a space-time random-effects model to study the temporal dynamics of clusters. The local time trends specified for each area is further smoothed over space. We modelled the common spatial and the space-varying temporal trend using a multivariate Markov Random field to incorporate within-area correlations. We estimate the model parameters within a fully Bayesian framework. The exceedance posterior probabilities are further used to classify the common spatial trend into hot-spots, cold-spots, and neutral-spots. The local time trends are classified into increasing, decreasing, and stable trends. The results is a <span><math><mrow><mn>3</mn><mspace></mspace><mo>×</mo><mspace></mspace><mn>3</mn></mrow></math></span> table depicting the time trends within clusters. As a demonstration, we apply the proposed methodology to study the evolution of spatial clustering of intestinal parasite infections in Ghana. We find the methodology presented in this paper applicable and extendable to other or multiple tropical diseases which may have different space-time conceptualizations.</p></div>","PeriodicalId":46645,"journal":{"name":"Spatial and Spatio-Temporal Epidemiology","volume":"47 ","pages":"Article 100617"},"PeriodicalIF":3.4,"publicationDate":"2023-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44587554","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Joint spatial modeling of the risks of co-circulating mosquito-borne diseases in Ceará, Brazil 巴西塞阿拉共同传播蚊媒疾病风险的联合空间建模
IF 3.4
Spatial and Spatio-Temporal Epidemiology Pub Date : 2023-08-25 DOI: 10.1016/j.sste.2023.100616
Jessica Pavani , Leonardo S. Bastos , Paula Moraga
{"title":"Joint spatial modeling of the risks of co-circulating mosquito-borne diseases in Ceará, Brazil","authors":"Jessica Pavani ,&nbsp;Leonardo S. Bastos ,&nbsp;Paula Moraga","doi":"10.1016/j.sste.2023.100616","DOIUrl":"10.1016/j.sste.2023.100616","url":null,"abstract":"<div><p>Mosquito-borne diseases such as dengue and chikungunya have been co-circulating in the Americas, causing great damage to the population. In 2021, for instance, almost 1.5 million cases were reported on the continent, being Brazil the responsible for most of them. Even though they are transmitted by the same mosquito, it remains unclear whether there exists a relationship between both diseases. In this paper, we model the geographic distributions of dengue and chikungunya over the years 2016 to 2021 in the Brazilian state of Ceará. We use a Bayesian hierarchical spatial model for the joint analysis of two arboviruses that includes spatial covariates as well as specific and shared spatial effects that take into account the potential autocorrelation between the two diseases. Our findings allow us to identify areas with high risk of one or both diseases. Only 7% of the areas present high relative risk for both diseases, which suggests a competition between viruses. This study advances the understanding of the geographic patterns and the identification of risk factors of dengue and chikungunya being able to help health decision-making.</p></div>","PeriodicalId":46645,"journal":{"name":"Spatial and Spatio-Temporal Epidemiology","volume":"47 ","pages":"Article 100616"},"PeriodicalIF":3.4,"publicationDate":"2023-08-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45696740","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Spatio-temporal distribution and contributing factors of tegumentary and visceral leishmaniasis: A comparative study in Bahia, Brazil 表皮和内脏利什曼病的时空分布及其影响因素:巴西巴伊亚的比较研究
IF 3.4
Spatial and Spatio-Temporal Epidemiology Pub Date : 2023-08-23 DOI: 10.1016/j.sste.2023.100615
Anaiá da Paixão Sevá , Liang Mao , Fredy Galvis-Ovallos , Karenina Melo Miranda Oliveira , Francisco Bruno Souza Oliveira , George Rego Albuquerque
{"title":"Spatio-temporal distribution and contributing factors of tegumentary and visceral leishmaniasis: A comparative study in Bahia, Brazil","authors":"Anaiá da Paixão Sevá ,&nbsp;Liang Mao ,&nbsp;Fredy Galvis-Ovallos ,&nbsp;Karenina Melo Miranda Oliveira ,&nbsp;Francisco Bruno Souza Oliveira ,&nbsp;George Rego Albuquerque","doi":"10.1016/j.sste.2023.100615","DOIUrl":"10.1016/j.sste.2023.100615","url":null,"abstract":"<div><p>Tegumentary (TL) and visceral (VL) leishmaniasis are neglected zoonotic diseases in Brazil, caused by different parasites and transmitted by various vector species. This study investigated and compared spatio-temporal patterns of TL and VL from 2007 to 2020 in the state of Bahia, Brazil, and their correlations with extrinsic factors. The results showed that the total number of cases of both TL and VL were decreasing. The number of municipalities with reported cases reduced for TL over time but remained almost unchanged for VL. There were few municipalities with reported both diseases. Statistical analysis showed that local TL incidence was associated positively with natural forest. Local VL incidence was associated positively with Cerrado (Brazilian savannah) vegetation. This study identified different patterns of occurrence of VL and TL and the risk areas that could be prioritized for epidemiological surveillance.</p></div>","PeriodicalId":46645,"journal":{"name":"Spatial and Spatio-Temporal Epidemiology","volume":"47 ","pages":"Article 100615"},"PeriodicalIF":3.4,"publicationDate":"2023-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48620803","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Longitudinal disparities in social determinants of health and COVID-19 incidence and mortality in the United States from the three largest waves of the pandemic 从三次最大的大流行浪潮来看,美国健康和COVID-19发病率和死亡率的社会决定因素的纵向差异
IF 3.4
Spatial and Spatio-Temporal Epidemiology Pub Date : 2023-08-01 DOI: 10.1016/j.sste.2023.100604
S M Asger Ali , Kathleen Sherman-Morris , Qingmin Meng , Shrinidhi Ambinakudige
{"title":"Longitudinal disparities in social determinants of health and COVID-19 incidence and mortality in the United States from the three largest waves of the pandemic","authors":"S M Asger Ali ,&nbsp;Kathleen Sherman-Morris ,&nbsp;Qingmin Meng ,&nbsp;Shrinidhi Ambinakudige","doi":"10.1016/j.sste.2023.100604","DOIUrl":"10.1016/j.sste.2023.100604","url":null,"abstract":"<div><p>The United States experienced at least five COVID-19 waves linked with different mutated SARS-CoV-2 variants including Alpha, Delta and Omicron. In addition to the variants, the intensity, geographical distribution, and risk factors related to those waves also vary within socio-demographic characteristics and timeframes. In this project, we have examined the spatial and temporal pattern of COVID-19 in the USA and its associations with Social Determinants of Health (SDoH) by utilizing the County Health Rankings &amp; Roadmaps (CHRR) dataset. Our epidemiologic investigation at the county level showed that the burden of COVID-19 cases and deaths is higher in counties with high percentages of smoking, number of preventable hospital stays, primary care physician rate, the average daily density of PM<sub>2.5</sub> and percentages of high proportions of Hispanic residents. In addition, the analysis also demonstrated that COVID-19 incidence and mortality had distinct characteristics in their association with SDoH variables. For example, the percentages of the population 65 and older had negative associations with incidence while a significant positive association with mortality. In addition to the elderly population, median household income, unemployment, and number of drug overdose deaths showed a mixed association with COVID-19 incidence and mortality. Our findings validate several influential factors found in the existing social epidemiology literature and highlight temporal associations between SDoH variables and COVID-19 incidence and mortality not yet frequently studied.</p></div>","PeriodicalId":46645,"journal":{"name":"Spatial and Spatio-Temporal Epidemiology","volume":"46 ","pages":"Article 100604"},"PeriodicalIF":3.4,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9918664","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A spatio-temporal hierarchical model to account for temporal misalignment in American Community Survey explanatory variables 美国社区调查解释变量时间偏差的时空层次模型
IF 3.4
Spatial and Spatio-Temporal Epidemiology Pub Date : 2023-08-01 DOI: 10.1016/j.sste.2023.100593
Jihyeon Kwon , David M. Kline , Staci A. Hepler
{"title":"A spatio-temporal hierarchical model to account for temporal misalignment in American Community Survey explanatory variables","authors":"Jihyeon Kwon ,&nbsp;David M. Kline ,&nbsp;Staci A. Hepler","doi":"10.1016/j.sste.2023.100593","DOIUrl":"10.1016/j.sste.2023.100593","url":null,"abstract":"<div><p>The American Community Survey (ACS) is one of the most vital public sources for demographic and socioeconomic characteristics of communities in the United States and is administered by the U.S. Census Bureau every year. The ACS publishes 5-year estimates of community characteristics for all geographical areas and 1-year estimates for areas with population of at least 65,000. Many epidemiological and public health studies use 5-year ACS estimates as explanatory variables in models. However, doing so ignores the uncertainty and averages over variability during the time-period which may lead to biased estimates of covariate effects of interest. In this paper, we propose a Bayesian hierarchical model that accounts for the uncertainty and disentangles the temporal misalignment in the ACS multi-year time-period estimates. We show via simulation that our proposed model more accurately recovers covariate effects compared to models that ignore the temporal misalignment. Lastly, we implement our proposed model to quantify the relationship between yearly, county-level characteristics and the prevalence of frequent mental distress for counties in North Carolina from 2014 to 2018.</p></div>","PeriodicalId":46645,"journal":{"name":"Spatial and Spatio-Temporal Epidemiology","volume":"46 ","pages":"Article 100593"},"PeriodicalIF":3.4,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10389670/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9918663","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Spatial investigation of the links between aflatoxins legislation, climate, and liver cancer at the global scale 在全球范围内黄曲霉毒素立法、气候和肝癌之间联系的空间调查
IF 3.4
Spatial and Spatio-Temporal Epidemiology Pub Date : 2023-08-01 DOI: 10.1016/j.sste.2023.100592
Grace Tueller , Ruth Kerry , Sean G. Young
{"title":"Spatial investigation of the links between aflatoxins legislation, climate, and liver cancer at the global scale","authors":"Grace Tueller ,&nbsp;Ruth Kerry ,&nbsp;Sean G. Young","doi":"10.1016/j.sste.2023.100592","DOIUrl":"10.1016/j.sste.2023.100592","url":null,"abstract":"<div><p>Aflatoxins are carcinogenic toxins produced by fungi, and many countries legislate limits in food. Previous research suggests elevated liver cancer (LC) mortality in some areas may be due to aflatoxin exposure, but this has not been investigated spatially. We investigate links between aflatoxin legislation, climate, and LC mortality and other covariates globally. Comparison tests of LC mortality showed expected patterns with legislation and climate. They also showed associations between high LC mortality and high Hepatitis, low alcohol consumption, low health expenditure and high family agriculture rates. Spatial analysis showed latitudinal trend with significant clusters of low LC mortality in Europe and high rates in West Africa, Central America, East and South-East Asia. Only health expenditure and Hepatitis were significant in spatial regression, but climate and family agriculture were also significant in multiple linear regression (MLR). Results suggest that aflatoxin education and legislation should be expanded, particularly in hot/wet climates.</p></div>","PeriodicalId":46645,"journal":{"name":"Spatial and Spatio-Temporal Epidemiology","volume":"46 ","pages":"Article 100592"},"PeriodicalIF":3.4,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10294116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
The contribution of physical exertion to heat-related illness and death in the Arizona borderlands 体力消耗对亚利桑那州边境地区与热有关的疾病和死亡的贡献
IF 3.4
Spatial and Spatio-Temporal Epidemiology Pub Date : 2023-08-01 DOI: 10.1016/j.sste.2023.100590
Samuel N. Chambers , Geoffrey A. Boyce , Daniel E. Martínez , Coen C.W.G. Bongers , Ladd Keith
{"title":"The contribution of physical exertion to heat-related illness and death in the Arizona borderlands","authors":"Samuel N. Chambers ,&nbsp;Geoffrey A. Boyce ,&nbsp;Daniel E. Martínez ,&nbsp;Coen C.W.G. Bongers ,&nbsp;Ladd Keith","doi":"10.1016/j.sste.2023.100590","DOIUrl":"10.1016/j.sste.2023.100590","url":null,"abstract":"<div><p>Recent studies and reports suggest an increased mortality rate of undocumented border crossers (UBCs) in Arizona is the result of heat extremes and climatic change. Conversely, others have shown that deaths have occurred in cooler environments than in previous years. We hypothesized that human locomotion plays a greater role in heat-related mortality and that such events are not simply the result of exposure. To test our hypothesis, we used a postmortem geographic application of the human heat balance equation for 2,746 UBC deaths between 1990 and 2022 and performed regression and cluster analyses to assess the impacts of ambient temperature and exertion. Results demonstrate exertion having greater explaining power, suggesting that heat-related mortality among UBCs is not simply a function of extreme temperatures, but more so a result of the required physical exertion. Additionally, the power of these variables is not static but changes with place, time, and policy.</p></div>","PeriodicalId":46645,"journal":{"name":"Spatial and Spatio-Temporal Epidemiology","volume":"46 ","pages":"Article 100590"},"PeriodicalIF":3.4,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9918662","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
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