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<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">10.24057/2071-9388-2020-10</article-id><article-id custom-type="elpub" pub-id-type="custom">gesj-1040</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>Special Issue "Spatiotemporal Analysis in Medical and Veterinary Geography"</subject></subj-group></article-categories><title-group><article-title>Zoning of the republic of Kazakhstan as to the risk of natural focal diseases in animals: the case of rabies and anthrax</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>Abdrakhmanov</surname><given-names>Sarsenbay K.</given-names></name></name-alternatives><bio xml:lang="en"><p>Nur-Sultan (Astana)</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>Mukhanbetkaliyev</surname><given-names>Yersyn Y.</given-names></name></name-alternatives><bio xml:lang="en"><p>Nur-Sultan (Astana)</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>Korennoy</surname><given-names>Fedor I.</given-names></name></name-alternatives><bio xml:lang="en"><p>Vladimir</p></bio><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Beisembayev</surname><given-names>Kanatzhan K.</given-names></name></name-alternatives><bio xml:lang="en"><p>Nur-Sultan (Astana)</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>Kadyrov</surname><given-names>Ablaikhan S.</given-names></name></name-alternatives><bio xml:lang="en"><p>Nur-Sultan (Astana)</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>Kabzhanova</surname><given-names>Anar M.</given-names></name></name-alternatives><bio xml:lang="en"><p>Nur-Sultan (Astana)</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>Adamchick</surname><given-names>Julie</given-names></name></name-alternatives><bio xml:lang="en"><p>Department of Veterinary Population Medicine, </p><p>St. Paul</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>Yessembekova</surname><given-names>Gulzhan N.</given-names></name></name-alternatives><bio xml:lang="en"><p>Nur-Sultan (Astana)</p></bio><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff xml:lang="en" id="aff-1"><institution>S.Seifullin Kazakh Agro Technical University</institution><country>Kazakhstan</country></aff><aff xml:lang="en" id="aff-2"><institution>Federal Center for Animal Health (FGBI ARRIAH)</institution><country>Russian Federation</country></aff><aff xml:lang="en" id="aff-3"><institution>University of Minnesota</institution><country>United States</country></aff><pub-date pub-type="collection"><year>2020</year></pub-date><pub-date pub-type="epub"><day>01</day><month>04</month><year>2020</year></pub-date><volume>13</volume><issue>1</issue><fpage>134</fpage><lpage>144</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Abdrakhmanov S.K., Mukhanbetkaliyev Y.Y., Korennoy F.I., Beisembayev K.K., Kadyrov A.S., Kabzhanova A.M., Adamchick J., Yessembekova G.N., 2020</copyright-statement><copyright-year>2020</copyright-year><copyright-holder xml:lang="ru">Abdrakhmanov S.K., Mukhanbetkaliyev Y.Y., Korennoy F.I., Beisembayev K.K., Kadyrov A.S., Kabzhanova A.M., Adamchick J., Yessembekova G.N.</copyright-holder><copyright-holder xml:lang="en">Abdrakhmanov S.K., Mukhanbetkaliyev Y.Y., Korennoy F.I., Beisembayev K.K., Kadyrov A.S., Kabzhanova A.M., Adamchick J., Yessembekova G.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/1040">https://ges.rgo.ru/jour/article/view/1040</self-uri><abstract><p>Rabies and anthrax, being natural focal diseases, are characterized by the ability to persist in areas with a certain combination of environmental factors without human intervention. These infections annually cause sporadic outbreaks in domestic, livestock and wild animals in the Republic of Kazakhstan (RK) receiving close attention of the veterinary service. In particular, targeted mass vaccination and surveillance are conducted, which requires zoning of the country according to the exposure to the diseases.</p><p>This paper presents a zoning approach based on the estimation of suitability to the study diseases using the Environmental Niche Modelling method. Retrospective data on animal rabies outbreaks in the RK for 2003-2014, as well as data on anthrax burial sites for 1933-2014 were used. The following environmental factors were treated as potential explanatory variables: 1) a set of climate data derived variables BIOCLIM; 2) altitude above the sea level; 3) land cover type; 4) the maximum green vegetation fraction and 5) soil type.</p><p>The modelling outcomes for both diseases indicate elevated risks along the northern and southeastern borders of the RK that not only follows the distribution of historic disease cases, but also accounts for potentially suitable environmental conditions. To comply with the requirements of the veterinary service, gridded risk maps were converted into categorical maps by averaging risk values within municipal districts and ranking according to four categories: low, medium, high, and very high.</p><p>The maps obtained may be used as recommendations to the veterinary service as a basis for developing regionspecific anti-epizootic measures. </p></abstract><kwd-group xml:lang="en"><kwd>Anthrax</kwd><kwd>rabies</kwd><kwd>zoning</kwd><kwd>Kazakhstan</kwd><kwd>suitability modelling</kwd><kwd>Maxent</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">Abdrakhmanov S.K., Mukhanbetkaliyev Y.Y., Korennoy F.I. [et al.]. (2017). Maximum entropy modelling risk of anthrax in the Republic of Kazakhstan. Prevent. Vet. Med, Vol. 144, 149-157. DOI:10.1016/j.prevetmed.2017.06.003.</mixed-citation><mixed-citation xml:lang="en">Abdrakhmanov S.K., Mukhanbetkaliyev Y.Y., Korennoy F.I. [et al.]. (2017). Maximum entropy modelling risk of anthrax in the Republic of Kazakhstan. Prevent. Vet. Med, Vol. 144, 149-157. DOI:10.1016/j.prevetmed.2017.06.003.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Abdrakhmanov S.K., Mukhanbetkaliyev E.E. and Kushubayev D.B. (2014). Visualization and cartographical analysis of the anthrax epizootic situation in Western and South-Western regions of Kazakhstan. Proceedings of KazNIVI “Towards theory and practice of today veterinary science, Vol. LX, 29-35.</mixed-citation><mixed-citation xml:lang="en">Abdrakhmanov S.K., Mukhanbetkaliyev E.E. and Kushubayev D.B. (2014). Visualization and cartographical analysis of the anthrax epizootic situation in Western and South-Western regions of Kazakhstan. Proceedings of KazNIVI “Towards theory and practice of today veterinary science, Vol. LX, 29-35.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Abdrakhmanov S.K., Sultanov A.A., Beisembayev K.K. [et al.]. (2016). Zoning the territory of the Republic of Kazakhstan as to the risk of rabies among various categories of animals. Geospat. Health,Vol. 11, 174-181. DOI:10.4081/gh.2016.429.</mixed-citation><mixed-citation xml:lang="en">Abdrakhmanov S.K., Sultanov A.A., Beisembayev K.K. [et al.]. (2016). Zoning the territory of the Republic of Kazakhstan as to the risk of rabies among various categories of animals. Geospat. Health,Vol. 11, 174-181. DOI:10.4081/gh.2016.429.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Abdrakhmanov S.K., Sytnic I.I. and Tursunkulov S.Zh. (2010). Visualization and analysis of veterinary and geographical rabies spread by using GIS technologies. Proceedings of Mat. V International scient.-pract. conf. (17-18 March 2010). Barnaul: Publishing house – AGAU. Book 3, 283-286 (in Russian);</mixed-citation><mixed-citation xml:lang="en">Abdrakhmanov S.K., Sytnic I.I. and Tursunkulov S.Zh. (2010). Visualization and analysis of veterinary and geographical rabies spread by using GIS technologies. Proceedings of Mat. V International scient.-pract. conf. (17-18 March 2010). Barnaul: Publishing house – AGAU. Book 3, 283-286 (in Russian);</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Adamovich, V.L. and Nikonov, N.N. (1970). The importance of landscape-ecological factors in epizooto;ogy of anthrax. The journal of medical-epizootological researches, 8,113-117 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Adamovich, V.L. and Nikonov, N.N. (1970). The importance of landscape-ecological factors in epizooto;ogy of anthrax. The journal of medical-epizootological researches, 8,113-117 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Aikembayev A.M., Lukhnova L., Temiraliyeva G., Meka-Mechenko T., Pazylov Y., Zakaryan S., Denissov G., Ryan Easterday W., Van Ert M.N., Keim P., Francesconi S.C., Blackburn J.K., Hugh-Jones M. and Hadfield T. (2010). Historical distribution and molecular diversity of bacillus anthracis, Kazakhstan. Emerg. Infect. Dis, 16, 789-796. DOI:10.3201/eid1605.091427</mixed-citation><mixed-citation xml:lang="en">Aikembayev A.M., Lukhnova L., Temiraliyeva G., Meka-Mechenko T., Pazylov Y., Zakaryan S., Denissov G., Ryan Easterday W., Van Ert M.N., Keim P., Francesconi S.C., Blackburn J.K., Hugh-Jones M. and Hadfield T. (2010). Historical distribution and molecular diversity of bacillus anthracis, Kazakhstan. Emerg. Infect. Dis, 16, 789-796. DOI:10.3201/eid1605.091427</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Anderson R.M., May R.M. (1992). Infectious diseases of humans. Dynamics and control. Oxford University Press, USA. Antyuganov S.N., Ryazanova A.G. and Eremenko, E.I. (2012). Anthrax in the Russian Federation and abroad. Epidemiology and infectious diseases: actual questions, 4, 4-8 (in Russian)/</mixed-citation><mixed-citation xml:lang="en">Anderson R.M., May R.M. (1992). Infectious diseases of humans. Dynamics and control. Oxford University Press, USA. Antyuganov S.N., Ryazanova A.G. and Eremenko, E.I. (2012). Anthrax in the Russian Federation and abroad. Epidemiology and infectious diseases: actual questions, 4, 4-8 (in Russian)/</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Araújo M.B., Pearson R.G. (2005). Equilibrium of species’ distributions with climate. Ecography (Cop.). DOI:10.1111/j.2005.0906-7590.04253.x.</mixed-citation><mixed-citation xml:lang="en">Araújo M.B., Pearson R.G. (2005). Equilibrium of species’ distributions with climate. Ecography (Cop.). DOI:10.1111/j.2005.0906-7590.04253.x.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Bersagurov K.A. (2002). Epizootic and epidemiological situation of rabies in the West – Kazakhstan region and prevention measures. Official bulletin of the State Sanitary and Epidemiological Service of the Republic of Kazakhstan, P. 24-30 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Bersagurov K.A. (2002). Epizootic and epidemiological situation of rabies in the West – Kazakhstan region and prevention measures. Official bulletin of the State Sanitary and Epidemiological Service of the Republic of Kazakhstan, P. 24-30 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Brown J.L. (2014). SDM toolbox: a python-based GIS toolkit for landscape genetic, biogeographic, and species distribution model analyses. Methods in Ecology and Evolution. DOI: 10.1111/2041-210X.12200.</mixed-citation><mixed-citation xml:lang="en">Brown J.L. (2014). SDM toolbox: a python-based GIS toolkit for landscape genetic, biogeographic, and species distribution model analyses. Methods in Ecology and Evolution. DOI: 10.1111/2041-210X.12200.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Broxton P.D., Zeng X., Scheftic W. and Troch P.A. (2014a).A MODIS-based global 1-km maximum green vegetation fraction dataset. J. Appl. Meteorol. Climatol. DOI:10.1175/JAMC-D-13-0356.1.</mixed-citation><mixed-citation xml:lang="en">Broxton P.D., Zeng X., Scheftic W. and Troch P.A. (2014a).A MODIS-based global 1-km maximum green vegetation fraction dataset. J. Appl. Meteorol. Climatol. DOI:10.1175/JAMC-D-13-0356.1.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Broxton P.D., Zeng X., Sulla-Menashe D. and Troch P.A. (2014b). A global land cover climatology using MODIS data. J. Appl. Meteorol. Climatol. DOI:10.1175/JAMC-D-13-0270.1.</mixed-citation><mixed-citation xml:lang="en">Broxton P.D., Zeng X., Sulla-Menashe D. and Troch P.A. (2014b). A global land cover climatology using MODIS data. J. Appl. Meteorol. Climatol. DOI:10.1175/JAMC-D-13-0270.1.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Cherkassky B.L. (1999). Territorial distribution and activity patterns of stationary unsafe anthrax sites. Epidemiology and infectious diseases, 2, 48-52.</mixed-citation><mixed-citation xml:lang="en">Cherkassky B.L. (1999). Territorial distribution and activity patterns of stationary unsafe anthrax sites. Epidemiology and infectious diseases, 2, 48-52.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Chubirko M.I., Chervanev V.A. and Efanova L.I. (2003). Epizootology of rabies in Voronezh region. In: Veterinary and medical aspects of zooanthroponosis. Pokrov, 102-107 (in Russian). Digital Soil Map of the World. URL: http://www.fao.org/geonetwork/srv/en/metadata.show?id=14116 [Accessed 24.10.2019]</mixed-citation><mixed-citation xml:lang="en">Chubirko M.I., Chervanev V.A. and Efanova L.I. (2003). Epizootology of rabies in Voronezh region. In: Veterinary and medical aspects of zooanthroponosis. Pokrov, 102-107 (in Russian). Digital Soil Map of the World. URL: http://www.fao.org/geonetwork/srv/en/metadata.show?id=14116 [Accessed 24.10.2019]</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Domsky I.A. (2002). Natural foci of rabies and its principal hosts. In: Veterinary Pathology, 1, 119-122 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Domsky I.A. (2002). Natural foci of rabies and its principal hosts. In: Veterinary Pathology, 1, 119-122 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Dudnikov S.A. (2003). Foxes as a marker of risk in a rabies: epizootological aspects. Veterinary and medical aspects of zooanthroponosis. Pokrov, pp. 69-73 (in Russian);</mixed-citation><mixed-citation xml:lang="en">Dudnikov S.A. (2003). Foxes as a marker of risk in a rabies: epizootological aspects. Veterinary and medical aspects of zooanthroponosis. Pokrov, pp. 69-73 (in Russian);</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">FAO EMPRES-i. – URL: http://empres-i.fao.org/eipws3g/ [Accessed 18.12.2019].</mixed-citation><mixed-citation xml:lang="en">FAO EMPRES-i. – URL: http://empres-i.fao.org/eipws3g/ [Accessed 18.12.2019].</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Hijmans R.J., Cameron S.E., Parra J.L. [et al.] (2005). Very high resolution interpolated climate surfaces for global land areas. Intern. J. Climatol. DOI:10.1002/joc.1276.</mixed-citation><mixed-citation xml:lang="en">Hijmans R.J., Cameron S.E., Parra J.L. [et al.] (2005). Very high resolution interpolated climate surfaces for global land areas. Intern. J. Climatol. DOI:10.1002/joc.1276.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Hugh-Jones M. and Blackburn J. (2009). The ecology of Bacillus anthracis. Mol. Aspects Med. DOI:10.1016/j.mam.2009.08.003.</mixed-citation><mixed-citation xml:lang="en">Hugh-Jones M. and Blackburn J. (2009). The ecology of Bacillus anthracis. Mol. Aspects Med. DOI:10.1016/j.mam.2009.08.003.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Kracalik I.T., Blackburn J.K., Lukhnova L., Pazilov Y., Hugh- Jones M.E. and Aikimbayev A. (2012). Analysing the spatial patterns of livestock anthrax in Kazakhstan in relation to environmental factors: a comparison of local (Gi*) and morphology cluster statistics. Geospatial Health, 7(1), 111-126.</mixed-citation><mixed-citation xml:lang="en">Kracalik I.T., Blackburn J.K., Lukhnova L., Pazilov Y., Hugh- Jones M.E. and Aikimbayev A. (2012). Analysing the spatial patterns of livestock anthrax in Kazakhstan in relation to environmental factors: a comparison of local (Gi*) and morphology cluster statistics. Geospatial Health, 7(1), 111-126.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Lukhnova L.Yu., Pazylov E.K., Meka-Mechenko T.V., Sarmantaeva A.B., Izbanova U.A., Myrzabekov A.M., Tuleuov A.M. and Ospanova G.M. (2013). The analysis of epizootological and epidemiological anthrax processes in Kazakhstan, 2002–2012. In. “Life with no threats”. Moscow. Vol VIII, 2, 66-72.</mixed-citation><mixed-citation xml:lang="en">Lukhnova L.Yu., Pazylov E.K., Meka-Mechenko T.V., Sarmantaeva A.B., Izbanova U.A., Myrzabekov A.M., Tuleuov A.M. and Ospanova G.M. (2013). The analysis of epizootological and epidemiological anthrax processes in Kazakhstan, 2002–2012. In. “Life with no threats”. Moscow. Vol VIII, 2, 66-72.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Makarov V.V., Sukhareva O.I., Gulyukin A.M. and Litvinov O.B. (2008). The trend of the rabies spread in Eastern Europe. Veterinary Medicine. 7, 20-22 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Makarov V.V., Sukhareva O.I., Gulyukin A.M. and Litvinov O.B. (2008). The trend of the rabies spread in Eastern Europe. Veterinary Medicine. 7, 20-22 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Maxent software for modelling species niches and distributions. URL: https://biodiversityinformatics.amnh.org/open_source/maxent/ [Accessed 01.11.2019].</mixed-citation><mixed-citation xml:lang="en">Maxent software for modelling species niches and distributions. URL: https://biodiversityinformatics.amnh.org/open_source/maxent/ [Accessed 01.11.2019].</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Mullins J., Lukhnova L., Aikimbayev A., Pazilov Y., Van Ert M. and Blackburn J. (2011). Ecological Niche Modelling of the Bacillus anthracis A1.a sub-lineage in Kazakhstan. BMC Ecology, 11, 32. URL: http://www.biomedcentral.com/1472-6785/11/32.</mixed-citation><mixed-citation xml:lang="en">Mullins J., Lukhnova L., Aikimbayev A., Pazilov Y., Van Ert M. and Blackburn J. (2011). Ecological Niche Modelling of the Bacillus anthracis A1.a sub-lineage in Kazakhstan. BMC Ecology, 11, 32. URL: http://www.biomedcentral.com/1472-6785/11/32.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Mullins J.C., Garofolo G., Van Ert M., Fasanella A., Lukhnova L. [et al.]. (2013). Ecological Niche Modelling of Bacillus anthracis on Three Continents: Evidence for Genetic-Ecological Divergence? PLoS ONE 8(8): e72451. DOI:10.1371/journal.pone.0072451.</mixed-citation><mixed-citation xml:lang="en">Mullins J.C., Garofolo G., Van Ert M., Fasanella A., Lukhnova L. [et al.]. (2013). Ecological Niche Modelling of Bacillus anthracis on Three Continents: Evidence for Genetic-Ecological Divergence? PLoS ONE 8(8): e72451. DOI:10.1371/journal.pone.0072451.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Norstrøm М. (2001). Geographical Information System (GIS) as a Tool in Surveillance and Monitoring of Animal Diseases. Acta vet. scand. 95, 79-85.</mixed-citation><mixed-citation xml:lang="en">Norstrøm М. (2001). Geographical Information System (GIS) as a Tool in Surveillance and Monitoring of Animal Diseases. Acta vet. scand. 95, 79-85.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Nouvellet P, Donnelly CA, De Nardi M, Rhodes CJ, De Benedictis P, Citterio C, Obber F, Lorenzetto M, Pozza MD, Cauchemez S and Cattoli G. (2013). Rabies and canine distemper virus epidemics in the red fox population of northern Italy (2006–2010). PLoS One, 8(4).</mixed-citation><mixed-citation xml:lang="en">Nouvellet P, Donnelly CA, De Nardi M, Rhodes CJ, De Benedictis P, Citterio C, Obber F, Lorenzetto M, Pozza MD, Cauchemez S and Cattoli G. (2013). Rabies and canine distemper virus epidemics in the red fox population of northern Italy (2006–2010). PLoS One, 8(4).</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Orłowska A., Smreczak M., Trębas P. and Żmudziński J.F. (2011). Rabies outbreak in Małopolska region in Poland in 2010. Bull. Vet. Inst. Pulawy, 55 (4), 555-809.</mixed-citation><mixed-citation xml:lang="en">Orłowska A., Smreczak M., Trębas P. and Żmudziński J.F. (2011). Rabies outbreak in Małopolska region in Poland in 2010. Bull. Vet. Inst. Pulawy, 55 (4), 555-809.</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Phillips, S.J., Dudík M. and Schapire R.E. (2004). A maximum entropy approach to species distribution modelling. Proc. Twenty-First Intern. Conf. on Machine Learning, 655-662.</mixed-citation><mixed-citation xml:lang="en">Phillips, S.J., Dudík M. and Schapire R.E. (2004). A maximum entropy approach to species distribution modelling. Proc. Twenty-First Intern. Conf. on Machine Learning, 655-662.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Renner I.W., Warton D.I. (2013). Equivalence of MAXENT and poisson point process models for species distribution modelling in ecology. Biometrics. DOI:10.1111/j.1541-0420.2012.01824.x.</mixed-citation><mixed-citation xml:lang="en">Renner I.W., Warton D.I. (2013). Equivalence of MAXENT and poisson point process models for species distribution modelling in ecology. Biometrics. DOI:10.1111/j.1541-0420.2012.01824.x.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Robardet E., Ilieva D., Iliev E., Gagnev E., Picard-Meyer E., Cliquet F. (2013). Epidemiology and molecular diversity of rabies viruses in Bulgaria. Epidemiol Infect, 5, 1-7.</mixed-citation><mixed-citation xml:lang="en">Robardet E., Ilieva D., Iliev E., Gagnev E., Picard-Meyer E., Cliquet F. (2013). Epidemiology and molecular diversity of rabies viruses in Bulgaria. Epidemiol Infect, 5, 1-7.</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Sanzybayev, E.B. (2003). Modern features of the natural type rabies. In: Proceedings of the International Scientific-Practical Conference, Almaty, 10, 201-203 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Sanzybayev, E.B. (2003). Modern features of the natural type rabies. In: Proceedings of the International Scientific-Practical Conference, Almaty, 10, 201-203 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Smreczak M., Orłowska A. and Żmudziński J.F. (2009). Rabies situation in Poland in 2008. Bull. Vet. Inst. Pulawy, 53 (4), 557-843.</mixed-citation><mixed-citation xml:lang="en">Smreczak M., Orłowska A. and Żmudziński J.F. (2009). Rabies situation in Poland in 2008. Bull. Vet. Inst. Pulawy, 53 (4), 557-843.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Smreczak M., Orłowska A., Trębas P. and Żmudziński J.F. (2012). Rabies epidemiological situation in Poland in 2009 and 2010, Bull. Vet. Inst. Pulawy. 56 (2). pp. 115–266.</mixed-citation><mixed-citation xml:lang="en">Smreczak M., Orłowska A., Trębas P. and Żmudziński J.F. (2012). Rabies epidemiological situation in Poland in 2009 and 2010, Bull. Vet. Inst. Pulawy. 56 (2). pp. 115–266.</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Stevens K.B. and Pfeiffer D.U. (2011). Spatial modelling of disease using data- and knowledge-driven approaches. Spat Spatiotemporal Epidemiol, Vol. 2, 125-133. DOI:10.1016/j.sste.2011.07.007.</mixed-citation><mixed-citation xml:lang="en">Stevens K.B. and Pfeiffer D.U. (2011). Spatial modelling of disease using data- and knowledge-driven approaches. Spat Spatiotemporal Epidemiol, Vol. 2, 125-133. DOI:10.1016/j.sste.2011.07.007.</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">USGS EarthExplorer Home. (2019). URL: https://earthexplorer.usgs.gov/ [Accessed 24.10.2019].</mixed-citation><mixed-citation xml:lang="en">USGS EarthExplorer Home. (2019). URL: https://earthexplorer.usgs.gov/ [Accessed 24.10.2019].</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Youla A.S., Traore F.A., Sako F.B., Feda R.M. and Emeric M.A. (2014). Canine and human rabies in Conakry: epidemiology and preventive aspects. Bull SocPatholExot, 7, 19-21.</mixed-citation><mixed-citation xml:lang="en">Youla A.S., Traore F.A., Sako F.B., Feda R.M. and Emeric M.A. (2014). Canine and human rabies in Conakry: epidemiology and preventive aspects. Bull SocPatholExot, 7, 19-21.</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Zavodskih A.I. and Sludov A.I. (2007). The behavior of raccoon dogs infected with the rabies. Veterinary Medicine, 2, 15-16 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Zavodskih A.I. and Sludov A.I. (2007). The behavior of raccoon dogs infected with the rabies. Veterinary Medicine, 2, 15-16 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Zholshorinov A.Z. and Sansyzbayev Y.B. (2004). Surveillance of rabies in a wild-type centers of domination: the methodical recommendations. Astana, (in Russian).</mixed-citation><mixed-citation xml:lang="en">Zholshorinov A.Z. and Sansyzbayev Y.B. (2004). Surveillance of rabies in a wild-type centers of domination: the methodical recommendations. Astana, (in Russian).</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>
