<?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">10.24057/2071-9388-2020-54</article-id><article-id custom-type="elpub" pub-id-type="custom">gesj-1548</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>Impact Assessment And Stochastic Modeling Of Morphometric Parameters Of Thermokarst Hazard For Unpaved Roads</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>Orlov</surname><given-names>Timofey V.</given-names></name></name-alternatives><bio xml:lang="en"><p>Ulansky per., 13/2, Moscow, 101000</p></bio><email xlink:type="simple">tim.orlov@gmail.com</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Victorov</surname><given-names>Aleksey S.</given-names></name></name-alternatives><bio xml:lang="en"><p>Ulansky per., 13/2, Moscow, 101000</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>Arkhipova</surname><given-names>Maria V.</given-names></name></name-alternatives><bio xml:lang="en"><p>Ulansky per., 13/2, Moscow, 101000</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>Zverev</surname><given-names>Andrey V.</given-names></name></name-alternatives><bio xml:lang="en"><p>Gorokhovskiy per., 4, Moscow, 105064</p></bio><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff xml:lang="en" id="aff-1"><institution>Sergeev Institute of Environmental Geoscience RAS (IEG RAS)</institution><country>Russian Federation</country></aff><aff xml:lang="en" id="aff-2"><institution>Moscow State University of Geodesy and Cartography (MIIGAiK)</institution><country>Russian Federation</country></aff><pub-date pub-type="collection"><year>2020</year></pub-date><pub-date pub-type="epub"><day>31</day><month>12</month><year>2020</year></pub-date><volume>13</volume><issue>4</issue><fpage>98</fpage><lpage>106</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Orlov T.V., Victorov A.S., Arkhipova M.V., Zverev A.V., 2020</copyright-statement><copyright-year>2020</copyright-year><copyright-holder xml:lang="ru">Orlov T.V., Victorov A.S., Arkhipova M.V., Zverev A.V.</copyright-holder><copyright-holder xml:lang="en">Orlov T.V., Victorov A.S., Arkhipova M.V., Zverev A.V.</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/1548">https://ges.rgo.ru/jour/article/view/1548</self-uri><abstract><p>Active construction of new roads and other linear structures requires new techniques for the natural hazard assessment. These techniques can involve both stochastic modeling and remote sensing data (RSD). First, the dynamics of thermokarst appearance along an unpaved road (winter road) was analyzed. Then a probabilistic model of the thermokarst morphological pattern was developed for the area in the vicinity of a linear structure, a road in particular. The model operates with initial assumptions based on the physical parameters of thermokarst development and includes relations for estimating the distribution of morphometric dimensions of thermokarst depressions (ponds). The model was empirically tested for the study area, which represented a site with an unpaved road located in West Siberia region. To verify the model, we calculated the correlation coefficient values for the length of the focus projections on the linear structure and the perpendicular axis and compared the empirical distribution of the projections with the theoretical lognormal distribution using the Pearson’s criterion. The proposed model assumptions appeared to be valid for the study area, which makes it possible to proceed to the problem of probabilistic impact risk assessment to a linear structure by foci of human-induced thermokarst.</p></abstract><kwd-group xml:lang="en"><kwd>Stochastic modeling</kwd><kwd>Pearson’s criterion</kwd><kwd>remote sensing</kwd><kwd>mathematical morphology of landscapes</kwd><kwd>roads</kwd><kwd>humaninduced thermokarst</kwd></kwd-group><funding-group><funding-statement xml:lang="en">The study was carried out under the state funding within the framework of a state assignment, scientific project No. АААА–А19–119021190077–6 and the Russian Geographical Society and the Russian Foundation for Basic Research Grant # 17-05-41141 (modeling and testing).</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Arenson L., Matthias J. (2017). Permafrost-Related Geohazards and Infrastructure Construction in Mountainous Environments. Oxford Research Encyclopedia Natural Hazard Science.</mixed-citation><mixed-citation xml:lang="en">Arenson L., Matthias J. (2017). Permafrost-Related Geohazards and Infrastructure Construction in Mountainous Environments. Oxford Research Encyclopedia Natural Hazard Science.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Boike G., Kirillin C., Muster G., Abramova S., Fedorova K., Chetverova I., Grigoriev A., Bornemann M., Langer M. (2015). Thermal processes of thermokarst lakes in the continuous permafrost zone of northern Siberia—Observations and modeling (Lena River Delta, Siberia), Biogeosciences, 12.</mixed-citation><mixed-citation xml:lang="en">Boike G., Kirillin C., Muster G., Abramova S., Fedorova K., Chetverova I., Grigoriev A., Bornemann M., Langer M. (2015). Thermal processes of thermokarst lakes in the continuous permafrost zone of northern Siberia—Observations and modeling (Lena River Delta, Siberia), Biogeosciences, 12.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Cosford J., Zeyl D., Penner L. (2014). Terrain analysis for pipeline design, construction, and operation. Journal of Pipeline Engineering. 13, 149-165.</mixed-citation><mixed-citation xml:lang="en">Cosford J., Zeyl D., Penner L. (2014). Terrain analysis for pipeline design, construction, and operation. Journal of Pipeline Engineering. 13, 149-165.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Doré G., Fujun N., Brooks H. (2016). Adaptation Methods for Transportation Infrastructure Built on Degrading Permafrost. Permafrost and Periglacial Processes, 27.</mixed-citation><mixed-citation xml:lang="en">Doré G., Fujun N., Brooks H. (2016). Adaptation Methods for Transportation Infrastructure Built on Degrading Permafrost. Permafrost and Periglacial Processes, 27.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Dvornikov Y., Leibman M., Heim B., Bartsch A., Herzschuh Ulrike., Skorospekhova T., Fedorova I., Khomutov A., Widhalm Barbara., Gubarkov A., Roessler S. (2018). Terrestrial CDOM in Lakes of Yamal Peninsula: Connection to Lake and Lake Catchment Properties. Remote Sensing, 10, 167.</mixed-citation><mixed-citation xml:lang="en">Dvornikov Y., Leibman M., Heim B., Bartsch A., Herzschuh Ulrike., Skorospekhova T., Fedorova I., Khomutov A., Widhalm Barbara., Gubarkov A., Roessler S. (2018). Terrestrial CDOM in Lakes of Yamal Peninsula: Connection to Lake and Lake Catchment Properties. Remote Sensing, 10, 167.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Fel’dman G.M. (1984). Thermokarst and permafrost, Novosib., 360 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Fel’dman G.M. (1984). Thermokarst and permafrost, Novosib., 360 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Gonikov T.V. (2019). Using earth remote sensing to study the parameters of the morphological structure of the ridge landscape in the north caspian region. Izvestiya – Atmospheric and Oceanic Physics. 55(9), 1346-1352</mixed-citation><mixed-citation xml:lang="en">Gonikov T.V. (2019). Using earth remote sensing to study the parameters of the morphological structure of the ridge landscape in the north caspian region. Izvestiya – Atmospheric and Oceanic Physics. 55(9), 1346-1352</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Hjort J., Karjalainen O., Aalto J., Westermann S., Romanovsky V., Nelson F., Etzelmüller B., Luoto Miska. (2018). Degrading permafrost puts Arctic infrastructure at risk by mid-century. Nature Communications, 9.</mixed-citation><mixed-citation xml:lang="en">Hjort J., Karjalainen O., Aalto J., Westermann S., Romanovsky V., Nelson F., Etzelmüller B., Luoto Miska. (2018). Degrading permafrost puts Arctic infrastructure at risk by mid-century. Nature Communications, 9.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Huang W., Zhang J., Leppäranta M., Li Z., Cheng B., Lin Z. (2019). Thermal structure and water-ice heat transfer in a shallow ice–covered thermokarst lake in central Qinghai-Tibet Plateau. Journal of Hydrology. 124122.</mixed-citation><mixed-citation xml:lang="en">Huang W., Zhang J., Leppäranta M., Li Z., Cheng B., Lin Z. (2019). Thermal structure and water-ice heat transfer in a shallow ice–covered thermokarst lake in central Qinghai-Tibet Plateau. Journal of Hydrology. 124122.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Kapralova V.V. (2015). Implementation of Remote Sensing and Mathematical Modeling for Study of Risk Assessment to Linear Engineering Structures Due to Thermokarst Processes// G. Lollino et al. (eds.), Engineering Geology for Society and Territory – Volume 1, Springer International Publishing Switzerland, 267-270, DOI: 10.1007/978-3-319-09300-0_50</mixed-citation><mixed-citation xml:lang="en">Kapralova V.V. (2015). Implementation of Remote Sensing and Mathematical Modeling for Study of Risk Assessment to Linear Engineering Structures Due to Thermokarst Processes// G. Lollino et al. (eds.), Engineering Geology for Society and Territory – Volume 1, Springer International Publishing Switzerland, 267-270, DOI: 10.1007/978-3-319-09300-0_50</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Ling F., Zhang T. (2003). Numerical simulation of permafrost thermal regime and talik development under shallow thaw lakes on the Alaskan Arctic Coastal Plain. J. Geophys. Res., 108, 4511.</mixed-citation><mixed-citation xml:lang="en">Ling F., Zhang T. (2003). Numerical simulation of permafrost thermal regime and talik development under shallow thaw lakes on the Alaskan Arctic Coastal Plain. J. Geophys. Res., 108, 4511.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Ling F., Wu Q., Zhang T. and Niu F. (2012). Modelling Open-Talik Formation and Permafrost Lateral Thaw under a Thermokarst Lake, Beiluhe Basin, Qinghai-Tibet Plateau Permafrost and Periglac. Process., 23(4), 312-321.</mixed-citation><mixed-citation xml:lang="en">Ling F., Wu Q., Zhang T. and Niu F. (2012). Modelling Open-Talik Formation and Permafrost Lateral Thaw under a Thermokarst Lake, Beiluhe Basin, Qinghai-Tibet Plateau Permafrost and Periglac. Process., 23(4), 312-321.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Matell N., Anderson R., Overeem I., Wobus C., Urban F., Clow G. (2013). Modeling the subsurface thermal impact of Arctic thaw lakes in a warming climate. Computers &amp; Geosciences, 53, 69-79.</mixed-citation><mixed-citation xml:lang="en">Matell N., Anderson R., Overeem I., Wobus C., Urban F., Clow G. (2013). Modeling the subsurface thermal impact of Arctic thaw lakes in a warming climate. Computers &amp; Geosciences, 53, 69-79.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Mazhitova G., Karstkarel N., Oberman N., Romanovsky V., Kuhry P. (2004). Permafrost and Infrastructure in the Usa Basin (Northeast European Russia): Possible Impacts of Global Warming. Ambio, 33, 289-94, DOI: 10.1579/0044-7447-33.6.289.</mixed-citation><mixed-citation xml:lang="en">Mazhitova G., Karstkarel N., Oberman N., Romanovsky V., Kuhry P. (2004). Permafrost and Infrastructure in the Usa Basin (Northeast European Russia): Possible Impacts of Global Warming. Ambio, 33, 289-94, DOI: 10.1579/0044-7447-33.6.289.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Methodical guidelines for engineering-geological survey of a scale of 1: 200 000 (1: 100000-1: 500000) (1978). Moscow: Nedra, 391 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Methodical guidelines for engineering-geological survey of a scale of 1: 200 000 (1: 100000-1: 500000) (1978). Moscow: Nedra, 391 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Perl’shteyn G.Z., Pavlov A.V., Levashov A.V., Sergeyev D.O. (2005). Non-temperature factors of heat exchange of the active layer with the atmosphere. Materials of the Third Conference of russian geocryologists, Moscow: MSU, 86-91 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Perl’shteyn G.Z., Pavlov A.V., Levashov A.V., Sergeyev D.O. (2005). Non-temperature factors of heat exchange of the active layer with the atmosphere. Materials of the Third Conference of russian geocryologists, Moscow: MSU, 86-91 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Ragozin A. (1997). Basic theses of the theory of dangerous geological processes and risks. New ideas in the Earth Sciences: Abstracts, Moscow, 4, 115 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Ragozin A. (1997). Basic theses of the theory of dangerous geological processes and risks. New ideas in the Earth Sciences: Abstracts, Moscow, 4, 115 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Romanovskii, N.N., Hubberten H.W. (2001). Results of permafrost modelling of the lowlands and shelf of the Laptev Sea Region/ Permafrost and Periglac. Process., 12(2), 191-202.</mixed-citation><mixed-citation xml:lang="en">Romanovskii, N.N., Hubberten H.W. (2001). Results of permafrost modelling of the lowlands and shelf of the Laptev Sea Region/ Permafrost and Periglac. Process., 12(2), 191-202.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Tumskoy V. (2002). Thermokarst and its role in the development of the Laptev Sea region in the Late Pleistocene and Holocene. Author’s Candidate’s summery, Moscow (in Russian).</mixed-citation><mixed-citation xml:lang="en">Tumskoy V. (2002). Thermokarst and its role in the development of the Laptev Sea region in the Late Pleistocene and Holocene. Author’s Candidate’s summery, Moscow (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Savincev I. (2012). Engineering-geological conditions of the valley areas of the cryolithozone of Yanao (on the example of Salekhard and Nadym areas). Dissertation, Ekaterinburg (in Russian).</mixed-citation><mixed-citation xml:lang="en">Savincev I. (2012). Engineering-geological conditions of the valley areas of the cryolithozone of Yanao (on the example of Salekhard and Nadym areas). Dissertation, Ekaterinburg (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Shamilishvili G., Abakumov E., Pechkin A. (2016). Features of the soil cover of the Nadym region, JaNAO. – Scientific Bulletin of the YamalNenets Autonomous Okrug, 3, 16-25 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Shamilishvili G., Abakumov E., Pechkin A. (2016). Features of the soil cover of the Nadym region, JaNAO. – Scientific Bulletin of the YamalNenets Autonomous Okrug, 3, 16-25 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Shiklomanov N., Nelson F. (2013). Thermokarst and Civil Infrastructure. In Treatise on Geomorphology, 8. Elsevier Inc. 354-373, DOI: 10.1016/B978-0-12-374739-6.00214-1.</mixed-citation><mixed-citation xml:lang="en">Shiklomanov N., Nelson F. (2013). Thermokarst and Civil Infrastructure. In Treatise on Geomorphology, 8. Elsevier Inc. 354-373, DOI: 10.1016/B978-0-12-374739-6.00214-1.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Shur Y.U. (1977). Thermokarst (to the thermophysical foundations of the doctrine of the laws of the development of the process). Moscow: Nedra, 80 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Shur Y.U. (1977). Thermokarst (to the thermophysical foundations of the doctrine of the laws of the development of the process). Moscow: Nedra, 80 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">State geological map RF scale 1:1 000 000 (tret’e pokolenie), West Siberian series, s. Q 43 – Novyj Urengoj (2015). S-Pb (in Russian).</mixed-citation><mixed-citation xml:lang="en">State geological map RF scale 1:1 000 000 (tret’e pokolenie), West Siberian series, s. Q 43 – Novyj Urengoj (2015). S-Pb (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Streletskiy D., Shiklomanov N., Nelson F. (2012). Permafrost, Infrastructure, and Climate Change: A GIS-Based Landscape Approach to Geotechnical Modeling, Arctic, Antarctic, and Alpine Research, 44:3, 368-380.</mixed-citation><mixed-citation xml:lang="en">Streletskiy D., Shiklomanov N., Nelson F. (2012). Permafrost, Infrastructure, and Climate Change: A GIS-Based Landscape Approach to Geotechnical Modeling, Arctic, Antarctic, and Alpine Research, 44:3, 368-380.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Victorov A.S., Kapralova V.N., Orlov T.V., Trapeznikova O.N., Arhipova M.V., Berezin P.V., Zverev A.V., Panchenko E.N., Sadkov S.A. (2015). An analysis of the morphological structure development of the thermokarst-lake plains on the base of the mathematical model. Geomorphology RAS (3), 3-13, DOI: 10.15356/0435-4281-2015-3-3-13.</mixed-citation><mixed-citation xml:lang="en">Victorov A.S., Kapralova V.N., Orlov T.V., Trapeznikova O.N., Arhipova M.V., Berezin P.V., Zverev A.V., Panchenko E.N., Sadkov S.A. (2015). An analysis of the morphological structure development of the thermokarst-lake plains on the base of the mathematical model. Geomorphology RAS (3), 3-13, DOI: 10.15356/0435-4281-2015-3-3-13.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Victorov A.S., Orlov T.V., Kapralova V.N., Trapeznikova O.N., Sadkov S.A., Zverev A.V. (2019). Stochastic Modeling of Human-Induced Thermokarst and Natural Risk Assessment for Existing and Planned Engineering Structures. Natural Hazards and Risk Research in Russia. Svalova V. (eds). Springer, Cham, 219-239.</mixed-citation><mixed-citation xml:lang="en">Victorov A.S., Orlov T.V., Kapralova V.N., Trapeznikova O.N., Sadkov S.A., Zverev A.V. (2019). Stochastic Modeling of Human-Induced Thermokarst and Natural Risk Assessment for Existing and Planned Engineering Structures. Natural Hazards and Risk Research in Russia. Svalova V. (eds). Springer, Cham, 219-239.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Victorov A.S., Trapeznikova O.N. (2019). Stochastic Models Of Dynamic Balance State For The Morphological Patterns Of Cryolithozone Landscapes. GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY; 12(3), 6-15, DOI: 10.24057/2071-9388-2018-68.</mixed-citation><mixed-citation xml:lang="en">Victorov A.S., Trapeznikova O.N. (2019). Stochastic Models Of Dynamic Balance State For The Morphological Patterns Of Cryolithozone Landscapes. GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY; 12(3), 6-15, DOI: 10.24057/2071-9388-2018-68.</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>
