Identifying potential areas of expansion for the endangered brown bear (Ursus arctos) population in the cantabrian mountains (NW Spain)

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dc.contributor.author Zarzo-Arias, Alejandra
dc.contributor.author Penteriani, Vincenzo
dc.contributor.author Delgado, Marıa del Mar
dc.contributor.author Torre, Paloma Peo
dc.contributor.author Garcia-Gonzalez, Ricardo
dc.contributor.author Mateo-Sanchez, Marıa Cruz
dc.contributor.author Garcıa, Pablo Vazquez
dc.contributor.author Dalerum, Fredrik
dc.date.accessioned 2020-08-25T07:45:31Z
dc.date.available 2020-08-25T07:45:31Z
dc.date.issued 2019-01
dc.description S1 Fig. Brown bear occurrence data and location of the study area in Europe. https://doi.org/10.1371/journal.pone.0209972.s001 en_ZA
dc.description S2 Fig. Evaluation metrics for 130 candidate models containing different levels of complexity defined by a range of five feature type combinations including linear (L), quadratic (Q), product (P), threshold (T) and hinge (H) features, each evaluated over a range of regularization multipliers ranging from 0 to 10, for (a) the coarse and (b) fine scales of the distribution of the Cantabrian brown bear in Asturias. Evaluation metrics include delta AICc, which is the difference in AICc (Akaikes Information Criterion corrected for small sample sizes, calculated as the sum of the log transformed raw output penalized by the number of model parameters), AUC test, which is the AUC (area Under the receiving operator characteristics Curve) score for the testing data set, AUC diff, which is the difference in AUC scores between the training and testing data sets, and OR min, which is a threshold dependent statistic corresponds to the proportion of testing localities that have MaxEnt output values lower than the value associated with the training locality with the lowest value. https://doi.org/10.1371/journal.pone.0209972.s002 en_ZA
dc.description S3 Fig. Jacknife evaluations of variable contributions to the (a) coarse and (b) fine scale models. The variables with the highest gain when used in isolation are slope for the coarse scale (a) and forest cover foir the fine scale model (b). These variables therefore seem to have provided the most useful information by themselves for each scale. The variables that decreased the gain most when omitted, and thus possessed the greatest amount of information not present in the other variables, were slope for the coarse scale (a) and population density for the fine scale model (b). https://doi.org/10.1371/journal.pone.0209972.s003 en_ZA
dc.description S4 Fig. Output of the coarse scale model with a 5 x 5 km resolution. The map presents a clog-log transformation of the raw MaxEnt output, which can be interpreted as a probability of brown bear range occurrence. https://doi.org/10.1371/journal.pone.0209972.s004 en_ZA
dc.description S5 Fig. Schematic examples of incremental range expansion (a) out of an initial core area as well as (b) a patchy range expansion were no area is occupied two consecutive years, their nestedness values as well as the association matrices used to calculate nestedness. https://doi.org/10.1371/journal.pone.0209972.s005 en_ZA
dc.description S6 Fig. Associations between predicted suitability estimated from the coarse scale model each of the included environmental predictors. https://doi.org/10.1371/journal.pone.0209972.s006 en_ZA
dc.description S7 Fig. Associations between predicted suitability estimated from the fine scale model each of the included environmental predictors. https://doi.org/10.1371/journal.pone.0209972.s007 en_ZA
dc.description S1 Table. Description, source and original format of the 25 environmental variables initially developed for the construction of the models. Variables marked with * are the ones not correlated and ultimately used in the modelling. https://doi.org/10.1371/journal.pone.0209972.s008 en_ZA
dc.description S2 Table. Variable contribution to the construction of the coarse and fine scale models. https://doi.org/10.1371/journal.pone.0209972.s009 en_ZA
dc.description S3 Table. Centre coordinates of the 5 x 5 km grids classed as bear home range used as bear occurrence data in the coarse scale model. https://doi.org/10.1371/journal.pone.0209972.s010 en_ZA
dc.description S4 Table. Centre coordinates of the 1 x 1 km grids that contained a bear observation used as bear occurrence data in the fine scale model. https://doi.org/10.1371/journal.pone.0209972.s011 en_ZA
dc.description.abstract Many large carnivore populations are expanding into human-modified landscapes and the subsequent increase in coexistence between humans and large carnivores may intensify various types of conflicts. A proactive management approach is critical to successful mitigation of such conflicts. The Cantabrian Mountains in Northern Spain are home to the last remaining native brown bear (Ursus arctos) population of the Iberian Peninsula, which is also amongst the most severely threatened European populations, with an important core group residing in the province of Asturias. There are indications that this small population is demographically expanding its range. The identification of the potential areas of brown bear range expansion is crucial to facilitate proactive conservation and management strategies towards promoting a further recovery of this small and isolated population. Here, we used a presence-only based maximum entropy (MaxEnt) approach to model habitat suitability and identify the areas in the Asturian portion of the Cantabrian Mountains that are likely to be occupied in the future by this endangered brown bear population following its range expansion. We used different spatial scales to identify brown bear range suitability according to different environmental, topographic, climatic and human impact variables. Our models mainly show that: (1) 4977 km2 are still available as suitable areas for bear range expansion, which represents nearly half of the territory of Asturias; (2) most of the suitable areas in the western part of the province are already occupied (77% of identified areas, 2820 km2), 41.4% of them occurring inside protected areas, which leaves relatively limited good areas for further expansion in this part of the province, although there might be more suitable areas in surrounding provinces; and (3) in the eastern sector of the Asturian Cantabrian Mountains, 62% (2155 km2) of the land was classified as suitable, and this part of the province hosts 44.3% of the total area identified as suitable areas for range expansion. Our results further highlight the importance of increasing: (a) the connectivity between the currently occupied western part of Asturias and the areas of potential range expansion in the eastern parts of the province; and (b) the protection of the eastern sector of the Cantabrian Mountains, where most of the future population expansion may be expected. en_ZA
dc.description.department Mammal Research Institute en_ZA
dc.description.department Zoology and Entomology en_ZA
dc.description.librarian pm2020 en_ZA
dc.description.sponsorship The Gobierno del Principado de Asturias (with FEDER co-financing); the Spanish Ministry of Economy Industry and Competitiveness ((MINECO); the Agencia Estatal de Investigación (AEI) and the Fondo Europeo de Desarrollo Regional (FEDER, EU) as well as Ramon & Cajal research contracts from the Spanish Ministry of Economy, Industry and Competitiveness. en_ZA
dc.description.uri http://www.plosone.org/ en_ZA
dc.identifier.citation Zarzo-Arias A, Penteriani V, Delgado MdM, Peón Torre P, García-González R, Mateo-Sánchez MC, et al. (2019) Identifying potential areas of expansion for the endangered brown bear (Ursus arctos) population in the Cantabrian Mountains (NW Spain). PLoS ONE 14(1): e0209972. https://doi.org/10.1371/journal.pone.0209972. en_ZA
dc.identifier.issn 1932-6203 (online)
dc.identifier.other 10.1371/journal. pone.0209972
dc.identifier.uri http://hdl.handle.net/2263/75881
dc.language.iso en en_ZA
dc.publisher Public Library of Science en_ZA
dc.rights © 2019 Zarzo-Arias et al. This is an open access article distributed under the terms of the Creative Commons Attribution License. en_ZA
dc.subject Ursus arctos en_ZA
dc.subject Population en_ZA
dc.subject Demography en_ZA
dc.subject Human-modified landscapes en_ZA
dc.subject Northern Spain en_ZA
dc.title Identifying potential areas of expansion for the endangered brown bear (Ursus arctos) population in the cantabrian mountains (NW Spain) en_ZA
dc.type Article en_ZA


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