<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">gesj</journal-id><journal-title-group><journal-title xml:lang="en">GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY</journal-title><trans-title-group xml:lang="ru"><trans-title>GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2071-9388</issn><issn pub-type="epub">2542-1565</issn><publisher><publisher-name>Russian Geographical Society</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.24057/2071-9388-2025-3298</article-id><article-id custom-type="elpub" pub-id-type="custom">gesj-3990</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>RESEARCH PAPER</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>Статьи</subject></subj-group></article-categories><title-group><article-title>Geospatial Dynamics Of Dengue Fever Density In Kuantan, Malaysia: GIS-Based Approach</article-title><trans-title-group xml:lang="ru"><trans-title></trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Abdul Hadi</surname><given-names>Z.</given-names></name></name-alternatives><bio xml:lang="en"><p>42300, Puncak Alam, Selangor</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Che Dom</surname><given-names>N.</given-names></name></name-alternatives><bio xml:lang="en"><p>42300, Puncak Alam, Selangor</p></bio><email xlink:type="simple">nazricd@uitm.edu.my</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Ishak</surname><given-names>A. R.</given-names></name></name-alternatives><bio xml:lang="en"><p>42300, Puncak Alam, Selangor</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Salleh</surname><given-names>S. A.</given-names></name></name-alternatives><bio xml:lang="en"><p>40450, Shah Alam, Selangor</p></bio><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Abdullah</surname><given-names>S.</given-names></name></name-alternatives><bio xml:lang="en"><p>21030, Kuala Nerus, Terengganu</p></bio><xref ref-type="aff" rid="aff-4"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Precha</surname><given-names>N.</given-names></name></name-alternatives><bio xml:lang="en"><p>Nakhon Si Thammarat</p></bio><xref ref-type="aff" rid="aff-5"/></contrib></contrib-group><aff xml:lang="en" id="aff-1"><institution>Faculty of Health Sciences, Universiti Teknologi MARA (UiTM), UITM Cawangan Selangor</institution><country>Malaysia</country></aff><aff xml:lang="en" id="aff-2"><institution>Faculty of Health Sciences, Universiti Teknologi MARA (UiTM), UITM Cawangan Selangor; Integrated Mosquito Research Group (I-MeRGe), Universiti Teknologi MARA (UiTM), UITM Cawangan Selangor</institution><country>Malaysia</country></aff><aff xml:lang="en" id="aff-3"><institution>Institute for Biodiversity and Sustainable Development (IBSD), Universiti Teknologi MARA</institution><country>Malaysia</country></aff><aff xml:lang="en" id="aff-4"><institution>Faculty of Ocean Engineering Technology and Informatics, Universiti Malaysia Terengganu</institution><country>Malaysia</country></aff><aff xml:lang="en" id="aff-5"><institution>Department of Environmental Health and Technology, School of Public Health, Walailak University</institution><country>Thailand</country></aff><pub-date pub-type="collection"><year>2025</year></pub-date><pub-date pub-type="epub"><day>07</day><month>04</month><year>2025</year></pub-date><volume>18</volume><issue>1</issue><fpage>54</fpage><lpage>64</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Abdul Hadi Z., Che Dom N., Ishak A.R., Salleh S.A., Abdullah S., Precha N., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Abdul Hadi Z., Che Dom N., Ishak A.R., Salleh S.A., Abdullah S., Precha N.</copyright-holder><copyright-holder xml:lang="en">Abdul Hadi Z., Che Dom N., Ishak A.R., Salleh S.A., Abdullah S., Precha N.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://ges.rgo.ru/jour/article/view/3990">https://ges.rgo.ru/jour/article/view/3990</self-uri><abstract><p>Dengue fever (DF) presents a significant public health challenge, particularly in tropical regions like Kuantan, Malaysia. This study utilizes Geographic Information System (GIS) technology to analyze spatial and temporal patterns of DF cases from 2011 to 2020. The aim is to understand geographical distribution, identify high-density areas, and discern temporal trends to guide targeted interventions. Kuantan, a rapidly urbanizing city with a notable DF incidence, serves as the study area. Leveraging a decade of Ministry of Health data encompassing 11,330 confirmed cases, ArcGIS 10.6 software maps disease distribution and identifies high-density clusters. Statistical analyses, including Kernel Density Estimation (KDE) and Standard Deviational Ellipses (SDE), reveal directional spread with Kuala Kuantan as the epicenter. Collaboration with vector control units validates high-density areas, linking environmental conditions and infrastructure to DF incidence. Demographic and socioeconomic variables, urbanization, and transportation connections are identified as influential factors. The study underscores the importance of collaborative data sharing and validates GIS-based approaches for targeted interventions. Integration into an early warning system is proposed, enhancing public health strategies in Kuantan and similar regions. Overall, this research contributes to understanding DF transmission dynamics and offers proactive frameworks for mitigating its impact through advanced technologies and collaborative efforts.</p></abstract><kwd-group xml:lang="en"><kwd>dengue</kwd><kwd>risk</kwd><kwd>kernel density estimation</kwd><kwd>risk mapping</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Suman, D. S., Chandel, K., Faraji, A., Gaugler, R., &amp; Chandra, K. (2018). Mosquito-Borne Diseases: Prevention Is the Cure for Dengue, Chikungunya and Zika Viruses. Mosquito-borne Diseases: Implications for Public Health, 235-279.</mixed-citation><mixed-citation xml:lang="en">Suman, D. S., Chandel, K., Faraji, A., Gaugler, R., &amp; Chandra, K. (2018). Mosquito-Borne Diseases: Prevention Is the Cure for Dengue, Chikungunya and Zika Viruses. Mosquito-borne Diseases: Implications for Public Health, 235-279.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Dávalos-Becerril, E., Correa-Morales, F., González-Acosta, C., Santos-Luna, R., Peralta-Rodríguez, J., Pérez-Rentería, C., &amp; Moreno-García, M. (2019). Urban and semi-urban mosquitoes of Mexico City: A risk for endemic mosquito-borne disease transmission. PLoS One, 14(3), e0212987.</mixed-citation><mixed-citation xml:lang="en">Dávalos-Becerril, E., Correa-Morales, F., González-Acosta, C., Santos-Luna, R., Peralta-Rodríguez, J., Pérez-Rentería, C., &amp; Moreno-García, M. (2019). Urban and semi-urban mosquitoes of Mexico City: A risk for endemic mosquito-borne disease transmission. PLoS One, 14(3), e0212987.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Martins, I. C., Ricardo, R. C., &amp; Santos, N. C. (2022). Dengue, west nile, and Zika viruses: potential novel antiviral biologics drugs currently at discovery and preclinical development stages. Pharmaceutics, 14(11), 2535.</mixed-citation><mixed-citation xml:lang="en">Martins, I. C., Ricardo, R. C., &amp; Santos, N. C. (2022). Dengue, west nile, and Zika viruses: potential novel antiviral biologics drugs currently at discovery and preclinical development stages. Pharmaceutics, 14(11), 2535.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Edillo, F., Ymbong, R. R., Bolneo, A. A., Hernandez, R. J., Fuentes, B. L., Cortes, G., &amp; Sakuntabhai, A. (2022). Temperature, season, and latitude influence development-related phenotypes of Philippine Aedes aegypti (Linnaeus): Implications for dengue control amidst global warming. Parasites &amp; Vectors, 15(1), 74.</mixed-citation><mixed-citation xml:lang="en">Edillo, F., Ymbong, R. R., Bolneo, A. A., Hernandez, R. J., Fuentes, B. L., Cortes, G., &amp; Sakuntabhai, A. (2022). Temperature, season, and latitude influence development-related phenotypes of Philippine Aedes aegypti (Linnaeus): Implications for dengue control amidst global warming. Parasites &amp; Vectors, 15(1), 74.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Caballero-Anthony, M., Cook, A. D., Amul, G. G. H., &amp; Sharma, A. (2022). Health governance and dengue in Southeast Asia. S. Rajaratnam School of International Studies.</mixed-citation><mixed-citation xml:lang="en">Caballero-Anthony, M., Cook, A. D., Amul, G. G. H., &amp; Sharma, A. (2022). Health governance and dengue in Southeast Asia. S. Rajaratnam School of International Studies.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Gibb, R., Colón-González, F. J., Lan, P. T., Huong, P. T., Nam, V. S., Duoc, V. T., &amp; Lowe, R. (2023). Interactions between climate change, urban infrastructure and mobility are driving dengue emergence in Vietnam. Nature communications, 14(1), 8179.</mixed-citation><mixed-citation xml:lang="en">Gibb, R., Colón-González, F. J., Lan, P. T., Huong, P. T., Nam, V. S., Duoc, V. T., &amp; Lowe, R. (2023). Interactions between climate change, urban infrastructure and mobility are driving dengue emergence in Vietnam. Nature communications, 14(1), 8179.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Du, M., Jing, W., Liu, M., &amp; Liu, J. (2021). The global trends and regional differences in incidence of dengue infection from 1990 to 2019: an analysis from the global burden of disease study 2019. Infectious diseases and therapy, 10(3), 1625-1643.</mixed-citation><mixed-citation xml:lang="en">Du, M., Jing, W., Liu, M., &amp; Liu, J. (2021). The global trends and regional differences in incidence of dengue infection from 1990 to 2019: an analysis from the global burden of disease study 2019. Infectious diseases and therapy, 10(3), 1625-1643.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Tian, N., Zheng, J. X., Guo, Z. Y., Li, L. H., Xia, S., Lv, S., &amp; Zhou, X. N. (2022). Dengue incidence trends and its burden in major endemic regions from 1990 to 2019. Tropical medicine and infectious disease, 7(8), 180.</mixed-citation><mixed-citation xml:lang="en">Tian, N., Zheng, J. X., Guo, Z. Y., Li, L. H., Xia, S., Lv, S., &amp; Zhou, X. N. (2022). Dengue incidence trends and its burden in major endemic regions from 1990 to 2019. Tropical medicine and infectious disease, 7(8), 180.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Tsheten, T., Gray, D. J., Clements, A. C., &amp; Wangdi, K. (2021). Epidemiology and challenges of dengue surveillance in the WHO South-East Asia Region. Transactions of The Royal Society of Tropical Medicine and Hygiene, 115(6), 583-599.</mixed-citation><mixed-citation xml:lang="en">Tsheten, T., Gray, D. J., Clements, A. C., &amp; Wangdi, K. (2021). Epidemiology and challenges of dengue surveillance in the WHO South-East Asia Region. Transactions of The Royal Society of Tropical Medicine and Hygiene, 115(6), 583-599.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Ahmad, R., Suzilah, I., Wan Najdah, W. M. A., Topek, O., Mustafakamal, I., &amp; Lee, H. L. (2018). Factors determining dengue outbreak in Malaysia. PloS one, 13(2), e0193326.</mixed-citation><mixed-citation xml:lang="en">Ahmad, R., Suzilah, I., Wan Najdah, W. M. A., Topek, O., Mustafakamal, I., &amp; Lee, H. L. (2018). Factors determining dengue outbreak in Malaysia. PloS one, 13(2), e0193326.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Abu Hassan, R., (2024). Kenyataan Media Ketua Pengarah Kesihatan. Kementerian Kesihatan Malaysia, 52.</mixed-citation><mixed-citation xml:lang="en">Abu Hassan, R., (2024). Kenyataan Media Ketua Pengarah Kesihatan. Kementerian Kesihatan Malaysia, 52.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Sapuan, I., Hassan, N. A., Rus, R. M., &amp; Aidid, E. M. (2023). Effect of climate variability on Dengue cases in pahang. Transforming medical healthcare through research (IIUM), 2.</mixed-citation><mixed-citation xml:lang="en">Sapuan, I., Hassan, N. A., Rus, R. M., &amp; Aidid, E. M. (2023). Effect of climate variability on Dengue cases in pahang. Transforming medical healthcare through research (IIUM), 2.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Hanapi, M. H. M., &amp; Shafie, F. A. (2021). Spatio-Temporal analysis of Dengue distribution pattern in Kuantan from 2015-2019. Healthscope: The Official Research Book of Faculty of Health Sciences, UiTM, 4(1), 31-37.</mixed-citation><mixed-citation xml:lang="en">Hanapi, M. H. M., &amp; Shafie, F. A. (2021). Spatio-Temporal analysis of Dengue distribution pattern in Kuantan from 2015-2019. Healthscope: The Official Research Book of Faculty of Health Sciences, UiTM, 4(1), 31-37.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Tan, C. H., Lee, S. N., &amp; Ho, S. B. (2022). Assessing the environmental effects on dengue fever and Malaysian economic growth. International Journal of Environmental Science and Development, 13(2), 49-56.</mixed-citation><mixed-citation xml:lang="en">Tan, C. H., Lee, S. N., &amp; Ho, S. B. (2022). Assessing the environmental effects on dengue fever and Malaysian economic growth. International Journal of Environmental Science and Development, 13(2), 49-56.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Subramaniam, N., Anua, S. M., &amp; Mat, N. F. C. (2021). Knowledge, Attitude and Practices (KAP) On Aedes Mosquito-Borne Diseases Amongst Community Members in Malaysia: A Review. Malaysian Journal of Medicine &amp; Health Sciences, 17(2).</mixed-citation><mixed-citation xml:lang="en">Subramaniam, N., Anua, S. M., &amp; Mat, N. F. C. (2021). Knowledge, Attitude and Practices (KAP) On Aedes Mosquito-Borne Diseases Amongst Community Members in Malaysia: A Review. Malaysian Journal of Medicine &amp; Health Sciences, 17(2).</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Rahman, A. B., Jasman, N., Ahmad, N., Salleh, K. Z., Harun, S. N. F., &amp; Krishnan, M. (2022). Scoping Review: Barrier to The Knowledge, Attitude and Practice on Dengue Prevention. Malaysian Journal of Social Sciences and Humanities (MJSSH), 7(4), e001421-e001421.</mixed-citation><mixed-citation xml:lang="en">Rahman, A. B., Jasman, N., Ahmad, N., Salleh, K. Z., Harun, S. N. F., &amp; Krishnan, M. (2022). Scoping Review: Barrier to The Knowledge, Attitude and Practice on Dengue Prevention. Malaysian Journal of Social Sciences and Humanities (MJSSH), 7(4), e001421-e001421.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Pereira, T. N., Carvalho, F. D., De Mendonça, S. F., Rocha, M. N., &amp; Moreira, L. A. (2020). Vector competence of Aedes aegypti, Aedes albopictus, and Culex quinquefasciatus mosquitoes for Mayaro virus. PLOS Neglected Tropical Diseases, 14(4), e0007518.</mixed-citation><mixed-citation xml:lang="en">Pereira, T. N., Carvalho, F. D., De Mendonça, S. F., Rocha, M. N., &amp; Moreira, L. A. (2020). Vector competence of Aedes aegypti, Aedes albopictus, and Culex quinquefasciatus mosquitoes for Mayaro virus. PLOS Neglected Tropical Diseases, 14(4), e0007518.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Cantrell, D. L., Rees, E. E., Vanderstichel, R., Grant, J., Filgueira, R., &amp; Revie, C. W. (2018). The use of kernel density estimation with a biophysical model provides a method to quantify connectivity among salmon farms: spatial planning and management with epidemiological relevance. Frontiers in Veterinary Science, 5, 269.</mixed-citation><mixed-citation xml:lang="en">Cantrell, D. L., Rees, E. E., Vanderstichel, R., Grant, J., Filgueira, R., &amp; Revie, C. W. (2018). The use of kernel density estimation with a biophysical model provides a method to quantify connectivity among salmon farms: spatial planning and management with epidemiological relevance. Frontiers in Veterinary Science, 5, 269.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Yajid, M. Z. M., Che Dom, N., Camalxaman, S. N., &amp; Nasir, R. A. (2020). Spatial-temporal analysis for identification of dengue risk area in Melaka Tengah district. Geocarto International, 35(14), 1570-1579.</mixed-citation><mixed-citation xml:lang="en">Yajid, M. Z. M., Che Dom, N., Camalxaman, S. N., &amp; Nasir, R. A. (2020). Spatial-temporal analysis for identification of dengue risk area in Melaka Tengah district. Geocarto International, 35(14), 1570-1579.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Cruz-Bello, G. M., Galeana-Pizaña, J. M., &amp; González-Arellano, S. (2023). Urban growth in peri-urban, rural and urban areas: Mexico City. Buildings and Cities, 4(1).</mixed-citation><mixed-citation xml:lang="en">Cruz-Bello, G. M., Galeana-Pizaña, J. M., &amp; González-Arellano, S. (2023). Urban growth in peri-urban, rural and urban areas: Mexico City. Buildings and Cities, 4(1).</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Kolimenakis, A., Heinz, S., Wilson, M. L., Winkler, V., Yakob, L., Michaelakis, A., ... &amp; Horstick, O. (2021). The role of urbanisation in the spread of Aedes mosquitoes and the diseases they transmit—A systematic review. PLoS neglected tropical diseases, 15(9), e0009631.</mixed-citation><mixed-citation xml:lang="en">Kolimenakis, A., Heinz, S., Wilson, M. L., Winkler, V., Yakob, L., Michaelakis, A., ... &amp; Horstick, O. (2021). The role of urbanisation in the spread of Aedes mosquitoes and the diseases they transmit—A systematic review. PLoS neglected tropical diseases, 15(9), e0009631.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Zhang, X., Zhang, B., Yao, Y., Wang, J., Yu, F., Liu, J., &amp; Li, J. (2022). Dynamics and climatic drivers of evergreen vegetation in the Qinling-Daba Mountains of China. Ecological Indicators, 136, 108625.</mixed-citation><mixed-citation xml:lang="en">Zhang, X., Zhang, B., Yao, Y., Wang, J., Yu, F., Liu, J., &amp; Li, J. (2022). Dynamics and climatic drivers of evergreen vegetation in the Qinling-Daba Mountains of China. Ecological Indicators, 136, 108625.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Dzul-Manzanilla, F., Correa-Morales, F., Che-Mendoza, A., Palacio-Vargas, J., Sánchez-Tejeda, G., González-Roldan, J. F., ... &amp; Vazquez-</mixed-citation><mixed-citation xml:lang="en">Dzul-Manzanilla, F., Correa-Morales, F., Che-Mendoza, A., Palacio-Vargas, J., Sánchez-Tejeda, G., González-Roldan, J. F., ... &amp; Vazquez-</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Prokopec, G. M. (2021). Identifying urban hotspots of dengue, chikungunya, and Zika transmission in Mexico to support risk stratification efforts: a spatial analysis. The Lancet Planetary Health, 5(5), e277-e285.</mixed-citation><mixed-citation xml:lang="en">Prokopec, G. M. (2021). Identifying urban hotspots of dengue, chikungunya, and Zika transmission in Mexico to support risk stratification efforts: a spatial analysis. The Lancet Planetary Health, 5(5), e277-e285.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Khashoggi, B. F., &amp; Murad, A. (2020). Issues of healthcare planning and GIS: a review. ISPRS International Journal of Geo-Information, 9(6), 352.</mixed-citation><mixed-citation xml:lang="en">Khashoggi, B. F., &amp; Murad, A. (2020). Issues of healthcare planning and GIS: a review. ISPRS International Journal of Geo-Information, 9(6), 352.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Kikuti, M., Cunha, G. M., Paploski, I. A., Kasper, A. M., Silva, M. M., Tavares, A. S., ... &amp; Ribeiro, G. S. (2015). Spatial distribution of dengue in a Brazilian urban slum setting: role of socioeconomic gradient in disease risk. PLoS neglected tropical diseases, 9(7), e0003937.</mixed-citation><mixed-citation xml:lang="en">Kikuti, M., Cunha, G. M., Paploski, I. A., Kasper, A. M., Silva, M. M., Tavares, A. S., ... &amp; Ribeiro, G. S. (2015). Spatial distribution of dengue in a Brazilian urban slum setting: role of socioeconomic gradient in disease risk. PLoS neglected tropical diseases, 9(7), e0003937.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Siriyasatien, P., Chadsuthi, S., Jampachaisri, K., &amp; Kesorn, K. (2018). Dengue epidemics prediction: A survey of the state-of-the-art based on data science processes. IEEE Access, 6, 53757-53795.</mixed-citation><mixed-citation xml:lang="en">Siriyasatien, P., Chadsuthi, S., Jampachaisri, K., &amp; Kesorn, K. (2018). Dengue epidemics prediction: A survey of the state-of-the-art based on data science processes. IEEE Access, 6, 53757-53795.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Freitas, L. P., Cruz, O. G., Lowe, R., &amp; Sá Carvalho, M. (2019). Space–time dynamics of a triple epidemic: dengue, chikungunya and Zika clusters in the city of Rio de Janeiro. Proceedings of the Royal Society B, 286(1912), 20191867.</mixed-citation><mixed-citation xml:lang="en">Freitas, L. P., Cruz, O. G., Lowe, R., &amp; Sá Carvalho, M. (2019). Space–time dynamics of a triple epidemic: dengue, chikungunya and Zika clusters in the city of Rio de Janeiro. Proceedings of the Royal Society B, 286(1912), 20191867.</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Aalto, E. A., Lafferty, K. D., Sokolow, S. H., Grewelle, R. E., Ben-Horin, T., Boch, C. A., &amp; De Leo, G. A. (2020). Models with environmental drivers offer a plausible mechanism for the rapid spread of infectious disease outbreaks in marine organisms. Scientific reports, 10(1), 5975.</mixed-citation><mixed-citation xml:lang="en">Aalto, E. A., Lafferty, K. D., Sokolow, S. H., Grewelle, R. E., Ben-Horin, T., Boch, C. A., &amp; De Leo, G. A. (2020). Models with environmental drivers offer a plausible mechanism for the rapid spread of infectious disease outbreaks in marine organisms. Scientific reports, 10(1), 5975.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Alkhaldy, I., &amp; Barnett, R. (2021). Explaining neighbourhood variations in the incidence of dengue fever in Jeddah City, Saudi Arabia. International Journal of Environmental Research and Public Health, 18(24), 13220.</mixed-citation><mixed-citation xml:lang="en">Alkhaldy, I., &amp; Barnett, R. (2021). Explaining neighbourhood variations in the incidence of dengue fever in Jeddah City, Saudi Arabia. International Journal of Environmental Research and Public Health, 18(24), 13220.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Marti, R., Li, Z., Catry, T., Roux, E., Mangeas, M., Handschumacher, P., &amp; Gong, P. (2020). A mapping review on urban landscape factors of dengue retrieved from earth observation data, GIS techniques, and survey</mixed-citation><mixed-citation xml:lang="en">Marti, R., Li, Z., Catry, T., Roux, E., Mangeas, M., Handschumacher, P., &amp; Gong, P. (2020). A mapping review on urban landscape factors of dengue retrieved from earth observation data, GIS techniques, and survey</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Almeida, L. S., Cota, A. L. S., &amp; Rodrigues, D. F. (2020). Sanitation, Arboviruses, and Environmental Determinants of Disease: impacts on urban health. Ciencia &amp; saude coletiva, 25, 3857-3868. questionnaires. Remote Sensing, 12(6), 932.</mixed-citation><mixed-citation xml:lang="en">Almeida, L. S., Cota, A. L. S., &amp; Rodrigues, D. F. (2020). Sanitation, Arboviruses, and Environmental Determinants of Disease: impacts on urban health. Ciencia &amp; saude coletiva, 25, 3857-3868. questionnaires. Remote Sensing, 12(6), 932.</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Abílio, A. P., Abudasse, G., Kampango, A., Candrinho, B., Sitoi, S., Luciano, J., &amp; Gudo, E. S. (2018). Distribution and breeding sites of Aedes aegypti and Aedes albopictus in 32 urban/peri-urban districts of Mozambique: implication for assessing the risk of arbovirus outbreaks. PLoS neglected tropical diseases, 12(9), e0006692.</mixed-citation><mixed-citation xml:lang="en">Abílio, A. P., Abudasse, G., Kampango, A., Candrinho, B., Sitoi, S., Luciano, J., &amp; Gudo, E. S. (2018). Distribution and breeding sites of Aedes aegypti and Aedes albopictus in 32 urban/peri-urban districts of Mozambique: implication for assessing the risk of arbovirus outbreaks. PLoS neglected tropical diseases, 12(9), e0006692.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Gwee, S. X. W., St John, A. L., Gray, G. C., &amp; Pang, J. (2021). Animals as potential reservoirs for dengue transmission: A systematic review. One Health, 12, 100216.</mixed-citation><mixed-citation xml:lang="en">Gwee, S. X. W., St John, A. L., Gray, G. C., &amp; Pang, J. (2021). Animals as potential reservoirs for dengue transmission: A systematic review. One Health, 12, 100216.</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Ren, H., Wu, W., Li, T., &amp; Yang, Z. (2019). Urban villages as transfer stations for dengue fever epidemic: A case study in the Guangzhou, China. PLoS neglected tropical diseases, 13(4), e0007350.</mixed-citation><mixed-citation xml:lang="en">Ren, H., Wu, W., Li, T., &amp; Yang, Z. (2019). Urban villages as transfer stations for dengue fever epidemic: A case study in the Guangzhou, China. PLoS neglected tropical diseases, 13(4), e0007350.</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
