<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ecol. Evol.</journal-id>
<journal-title>Frontiers in Ecology and Evolution</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ecol. Evol.</abbrev-journal-title>
<issn pub-type="epub">2296-701X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2023.1112962</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ecology and Evolution</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Modeling global habitat suitability and environmental predictor of distribution of a Near Threatened avian scavenger at a high spatial resolution</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Yousefi</surname> <given-names>Masoud</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2122501/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Mohammadi</surname> <given-names>Saeed</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/586530/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kafash</surname> <given-names>Anooshe</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Animal Science, School of Biology, Damghan University</institution>, <addr-line>Damghan</addr-line>, <country>Iran</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Environmental Sciences, Faculty of Natural Resources, University of Zabol</institution>, <addr-line>Zabol</addr-line>, <country>Iran</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Environmental Sciences, Faculty of Natural Resources, University of Tehran</institution>, <addr-line>Tehran</addr-line>, <country>Iran</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Peter Convey, British Antarctic Survey (BAS), United Kingdom</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Daniel de Paiva Silva, Goiano Federal Institute (IFGOIANO), Brazil; Corrado Battisti, Roma Tre University, Italy</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Saeed Mohammadi <email>smohammadi&#x00040;uoz.ac.ir</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Biogeography and Macroecology, a section of the journal Frontiers in Ecology and Evolution</p></fn></author-notes>
<pub-date pub-type="epub">
<day>16</day>
<month>03</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1112962</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>02</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Yousefi, Mohammadi and Kafash.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Yousefi, Mohammadi and Kafash</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license></permissions>
<abstract>
<p>Vultures are among the most vulnerable birds in the world. The bearded vulture (<italic>Gypaetus barbatus</italic>) is among the threatened species of vultures and listed as Near Threatened. The species is widely distributed across the Palearctic, Afrotropical, and Indomalayan regions. The species faces several threats such as poisoning, direct persecution, habitat degradation, and collisions with powerlines and wind power farms. Thus, knowing the global habitat suitability of the species and environmental predictors of the species distribution can facilitate the species conservation. In this study, we applied a maximum entropy approach, 10,585 distribution records, and 10 environmental variables to model the bearded vulture&#x00027;s global habitat suitability at high spatial resolution [30-arc-second (1 km)]. We also estimated protected area coverage for the species&#x00027; suitable habitats. We identified 8,117,231 km<sup>2</sup> of suitable habitat for the species across its global range in Europe, Asia, and Africa. The results showed that topographic diversity is the most important predictor of the species distribution across its distribution range. Results of estimating the area of suitable habitats of the bearded vulture within protected areas revealed that only 16.26% of the species&#x00027; suitable habitats are protected. The areas that were identified to have the highest suitability for the species have high priority for the conservation of this iconic species thus these areas should be included in the network of protected areas.</p></abstract>
<kwd-group>
<kwd><italic>Gypaetus barbatu</italic>s</kwd>
<kwd>avian conservation</kwd>
<kwd>avian ecology</kwd>
<kwd>conservation</kwd>
<kwd>global habitat suitability</kwd>
<kwd>Maxent</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="74"/>
<page-count count="9"/>
<word-count count="6274"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1. Introduction</title>
<p>Human activities over the past decades have led to habitat destruction and a decrease in numerous species (Hanski, <xref ref-type="bibr" rid="B34">2011</xref>; Hansen et al., <xref ref-type="bibr" rid="B33">2013</xref>; Haddad et al., <xref ref-type="bibr" rid="B32">2015</xref>). Climate change, land use change, and road development are among the human activities that are causing the decline in biodiversity worldwide (Thomas et al., <xref ref-type="bibr" rid="B64">2004</xref>; Hansen et al., <xref ref-type="bibr" rid="B33">2013</xref>; Haddad et al., <xref ref-type="bibr" rid="B32">2015</xref>; Newbold, <xref ref-type="bibr" rid="B46">2018</xref>). Among the different groups of species, some are more sensitive to human activities such as raptors (hawks, harriers, kites, eagles, falcons, owls, and vultures). This group provides critical ecosystem services such as disease mitigation, agricultural production, and waste-disposal services (O&#x00027;Bryan et al., <xref ref-type="bibr" rid="B47">2018</xref>; Carucci et al., <xref ref-type="bibr" rid="B17">2022</xref>). Among raptors, vultures are the most threatened and sensitive group (Botha et al., <xref ref-type="bibr" rid="B10">2017</xref>). In fact, due to human persecution, inadvertent poisoning, and mortality associated with human infrastructures [i.e., roads, buildings, and wind power farms (Ogada et al., <xref ref-type="bibr" rid="B48">2012</xref>; Safford et al., <xref ref-type="bibr" rid="B56">2019</xref>)], vultures have become one of the most threatened taxa on the earth (Botha et al., <xref ref-type="bibr" rid="B10">2017</xref>).</p>
<p>The bearded vulture (<italic>Gypaetus barbatus</italic>), a cliff-nesting bird of prey, is among the most threatened species of vultures and is listed as Near Threatened by the IUCN (BirdLife International, <xref ref-type="bibr" rid="B9">2022</xref>). The species is widely distributed across the Palearctic, Afrotropical, and Indomalayan regions, with an area of &#x0007E;61,700,000 km<sup>2</sup> (BirdLife International, <xref ref-type="bibr" rid="B9">2022</xref>). There has been a major decline in the distribution range of the habitat specialists&#x00027; avian scavengers such as bearded vulture, <italic>Gypaetus barbatus</italic> (Acharya et al., <xref ref-type="bibr" rid="B1">2010</xref>; Safford et al., <xref ref-type="bibr" rid="B56">2019</xref>). As one of the most well-known vulture species, the bearded vulture has experienced a severe population decline in many of its distribution regions and may soon become endangered or reach the status of local extinction (Green et al., <xref ref-type="bibr" rid="B29">2004</xref>; Sheykhi Ilanloo et al., <xref ref-type="bibr" rid="B57">2020</xref>). However, population trends varied significantly throughout the species range; while the European population species has increased since 1980, some other local populations experienced a decline of 89.3% in Nepal (BirdLife International, <xref ref-type="bibr" rid="B9">2022</xref>). At various phases of their life, bearded vulture chooses altitude grasslands and steep pastures as their primary habitat. When looking for food, bearded vultures often soar near mountain slopes or over the ground in their visual search for food, looking for bones and other remnants of carcasses (Margalida, <xref ref-type="bibr" rid="B40">2008</xref>). Only free landscapes allow for this type of search for food (BirdLife International, <xref ref-type="bibr" rid="B9">2022</xref>). Since the bearded vulture represents a significant umbrella species, any measures taken to ensure the survival of this species will also benefit other species that co-exist with it. As one of the most charismatic vulture types (Aguilera-Alcal&#x000ED; et al., <xref ref-type="bibr" rid="B2">2020</xref>), the bearded vulture can only be found in the highest mountain ranges in Asia, Europe, and Africa (Orta et al., <xref ref-type="bibr" rid="B49">2020</xref>). Our knowledge of the bearded vulture distribution varies from one mountain range to another one across the species distribution range (BirdLife International, <xref ref-type="bibr" rid="B9">2022</xref>). While the species distribution is well documented in the Central European Highlands and Southeast European Highlands, it is not well known in other mountain ranges across its global distribution ranges, particularly in Africa (BirdLife International, <xref ref-type="bibr" rid="B9">2022</xref>).</p>
<p>Species distribution models (SDMs) are used for many applications in ecology and conservation (Guisan and Thuiller, <xref ref-type="bibr" rid="B30">2005</xref>; Austin and Van Niel, <xref ref-type="bibr" rid="B5">2011</xref>; Ara&#x000FA;jo et al., <xref ref-type="bibr" rid="B4">2019</xref>; Zurell et al., <xref ref-type="bibr" rid="B74">2020</xref>). SDMs use species occurrence data along with environmental data characterizing climate, topography, and vegetation and predict spatial distribution/habitat suitability of target species (Guisan et al., <xref ref-type="bibr" rid="B31">2017</xref>). These models are among the most frequently used methods in studying avian ecology, evolution, biogeography, and conservation (Engler et al., <xref ref-type="bibr" rid="B21">2017</xref>; Fourcade et al., <xref ref-type="bibr" rid="B25">2017</xref>; Brambilla et al., <xref ref-type="bibr" rid="B13">2018</xref>, <xref ref-type="bibr" rid="B11">2019</xref>, <xref ref-type="bibr" rid="B12">2020</xref>; Ramellini et al., <xref ref-type="bibr" rid="B54">2019</xref>; Burns et al., <xref ref-type="bibr" rid="B15">2020</xref>; Ferrer-Paris and S&#x000E1;nchez-Mercado, <xref ref-type="bibr" rid="B23">2021</xref>; Li et al., <xref ref-type="bibr" rid="B38">2021</xref>; Lu et al., <xref ref-type="bibr" rid="B39">2021</xref>; Mudereri et al., <xref ref-type="bibr" rid="B44">2021</xref>; Avotins et al., <xref ref-type="bibr" rid="B6">2022</xref>; Condro et al., <xref ref-type="bibr" rid="B19">2022</xref>; Escobar-Luj&#x000E1;n et al., <xref ref-type="bibr" rid="B22">2022</xref>). They have been applied to identifying suitable habitats of species (Teller&#x000ED;a et al., <xref ref-type="bibr" rid="B63">2019</xref>; Song et al., <xref ref-type="bibr" rid="B59">2020</xref>; Bai et al., <xref ref-type="bibr" rid="B8">2022</xref>; Buechley et al., <xref ref-type="bibr" rid="B14">2022</xref>), predicting the impacts of climate change on species distribution (Escobar-Luj&#x000E1;n et al., <xref ref-type="bibr" rid="B22">2022</xref>; Zhu et al., <xref ref-type="bibr" rid="B73">2022</xref>), mapping avian hotspots and richness (Moradi et al., <xref ref-type="bibr" rid="B43">2019</xref>), and effectiveness of protected areas for conservation of species (Buechley et al., <xref ref-type="bibr" rid="B14">2022</xref>; Escobar-Luj&#x000E1;n et al., <xref ref-type="bibr" rid="B22">2022</xref>; Tian et al., <xref ref-type="bibr" rid="B65">2022</xref>). One particular application of SDMs is to model species&#x00027; global habitat suitability, which is very critical for large-scale conservation planning of biodiversity (Panthi et al., <xref ref-type="bibr" rid="B50">2021</xref>; Wang et al., <xref ref-type="bibr" rid="B70">2022</xref>). For instance, Panthi et al. (<xref ref-type="bibr" rid="B50">2021</xref>) modeled the global habitat suitability of the Egyptian vulture (<italic>Neophron percnopterus</italic>) and identified environmental determinants of the species distribution. Thus, SDMs can be used in modeling the global habitat suitability of the bearded vulture at high spatial resolution.</p>
<p>This study aimed to model the global geographic distribution of the bearded vulture, to determine the most important environmental factors affecting the global habitat suitability, and to estimate protected area coverage for the suitable habitat of the species. It is known that at large scales, climate serves as the most important factor in shaping species distribution (Pearson and Dawson, <xref ref-type="bibr" rid="B51">2003</xref>). Thus, we are expecting climatic factors to be the most influential predictor of the bearded vulture&#x00027;s global distribution. Human activities during recent decades are a further factor affecting the species distribution ranges (Newbold, <xref ref-type="bibr" rid="B46">2018</xref>; Xu et al., <xref ref-type="bibr" rid="B72">2019</xref>). For instance, environmental changes triggered by humans <italic>via</italic> their land usage and the resulting habitat degradation caused a severe decline in the distribution ranges of several species. Hence, we are expecting the human footprint index to play a key role in species distribution. The results of this study will facilitate large-scale conservation planning of this iconic and rapidly declining avian scavenger.</p>
</sec>
<sec id="s2">
<title>2. Materials and methods</title>
<sec>
<title>2.1. Species global presence data</title>
<p>Global distribution records (<xref ref-type="fig" rid="F1">Figure 1</xref>) of the bearded vulture (<xref ref-type="fig" rid="F2">Figure 2</xref>) were collected from online databases such as the Global Biodiversity Information Facility (GBIF, <xref ref-type="bibr" rid="B27">2022</xref>), eBird (<ext-link ext-link-type="uri" xlink:href="https://ebird.org/home">https://ebird.org/home</ext-link>), and VertNet (<ext-link ext-link-type="uri" xlink:href="http://vertnet.org/">http://vertnet.org/</ext-link>). In total, 43,670 distribution records were collected, and then duplicates were deleted. After removing duplicates, 17,506 presence points remained. We then assessed the representation of the species distribution records within major mountain ranges across the species&#x00027; global distribution range (Snethlage et al., <xref ref-type="bibr" rid="B58">2022</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Global distribution of the bearded vulture (<italic>Gypaetus barbatus</italic>). The map is generated using QGIS 3.4.1 (<ext-link ext-link-type="uri" xlink:href="https://www.qgis.org">https://www.qgis.org</ext-link>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1112962-g0001.tif"/>
</fig>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>The bearded vulture (<italic>Gypaetus barbatus</italic>) in its natural habitat in the Kopet Dagh Mountains of Iran. Photo by Ali Khani.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1112962-g0002.tif"/>
</fig>
</sec>
<sec>
<title>2.2. Environmental variables</title>
<p>To map the global habitat suitability of the bearded vulture, we considered 14 environmental variables (<xref ref-type="table" rid="T1">Table 1</xref>) related to climate, topography, vegetation, and human presence. Climatic variables were obtained from the Wordclim at 1 km spatial resolution (Fick and Hijmans, <xref ref-type="bibr" rid="B24">2017</xref>). To consider topography in our model, we estimated topographic heterogeneity based on the Shuttle Radar Topography Mission (SRTM) elevation model (Jarvis et al., <xref ref-type="bibr" rid="B36">2008</xref>). For vegetation, we used the normalized difference vegetation index (NDVI). The human footprint index was used to quantify the anthropogenic impact on the habitat suitability of the species (Venter et al., <xref ref-type="bibr" rid="B67">2016a</xref>,<xref ref-type="bibr" rid="B68">b</xref>). This index was created by combining data on the built environments, population density, electric infrastructure, crop lands, pasture lands, roads, railways, and navigable waterways (Venter et al., <xref ref-type="bibr" rid="B67">2016a</xref>,<xref ref-type="bibr" rid="B68">b</xref>). We performed a VIF test and only included variables (10 variables) with VIF values less than 10 in the Maxent model (Guisan et al., <xref ref-type="bibr" rid="B31">2017</xref>). Considering the spatial resolution of environmental variables (1 km resolution), we thinned the dataset to ensure that observations were at least 1 km apart. Thus, 10,585 distribution records with at least a 1 km distance were used in habitat suitability modeling.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Environmental variables that were used in modeling the global habitat suitability of the bearded vulture.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Variables</bold></th>
<th valign="top" align="left"><bold>Abbreviations</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Mean diurnal range</td>
<td valign="top" align="left">Bio2</td>
</tr> <tr>
<td valign="top" align="left">Isothermality</td>
<td valign="top" align="left">Bio3</td>
</tr> <tr>
<td valign="top" align="left">Temperature seasonality</td>
<td valign="top" align="left">Bio4</td>
</tr> <tr>
<td valign="top" align="left">The mean temperature of the wettest quarter</td>
<td valign="top" align="left">Bio8</td>
</tr> <tr>
<td valign="top" align="left">The mean temperature of the warmest quarter</td>
<td valign="top" align="left">Bio10</td>
</tr> <tr>
<td valign="top" align="left">Precipitation of the driest month</td>
<td valign="top" align="left">Bio14</td>
</tr> <tr>
<td valign="top" align="left">Precipitation of the coldest quarter</td>
<td valign="top" align="left">Bio19</td>
</tr> <tr>
<td valign="top" align="left">Topographic heterogeneity</td>
<td valign="top" align="left">TH</td>
</tr> <tr>
<td valign="top" align="left">Human footprint</td>
<td valign="top" align="left">HF</td>
</tr> <tr>
<td valign="top" align="left">Normalized difference vegetation index</td>
<td valign="top" align="left">NDVI</td>
</tr></tbody>
</table>
</table-wrap>
</sec>
<sec>
<title>2.3. Global habitat suitability modeling</title>
<p>Maximum entropy modeling (Maxent) is the most popular algorithm among many algorithms for modeling species habitat suitability. Like the other habitat suitability algorithms, Maxent uses presence data from the target species and predictors that present environmental conditions to find suitable habitats for the target species across the study area. In this study, the Kuenm R package (Cobos et al., <xref ref-type="bibr" rid="B18">2019</xref>) was used for modeling the bearded vulture&#x00027;s global habitat suitability. We applied this package to create Maxent candidate models with multiple combinations of regularization multipliers, feature classes, and sets of variables. Then, the best parameters for modeling were selected based on the statistical significance, predictive power, and model complexity (Cobos et al., <xref ref-type="bibr" rid="B18">2019</xref>). The area under the ROC curve (AUC) was used to evaluate the species distribution model&#x00027;s performance (Swets, <xref ref-type="bibr" rid="B62">1988</xref>). To get an alternative estimate of variable importance for the global habitat suitability model of the bearded vulture, we conducted a jackknife test of variable importance (Phillips et al., <xref ref-type="bibr" rid="B52">2006</xref>). The jackknife test excludes each variable, in turn, and creates a model with the remaining variables. Then, a model is created using each variable in isolation. In addition, a model is created using all variables (Phillips et al., <xref ref-type="bibr" rid="B52">2006</xref>).</p>
</sec>
<sec>
<title>2.4. Protected area coverage for the bearded vulture</title>
<p>To estimate the protected area coverage of suitable habitats of the bearded vulture across its global range, the species continuous habitat suitability map was converted into a binary suitable&#x02013;unsuitable map (Guisan et al., <xref ref-type="bibr" rid="B31">2017</xref>). The 10-percentile training presence threshold was used to convert the continuous map into binary (Phillips et al., <xref ref-type="bibr" rid="B52">2006</xref>). Then, the binary habitat suitability model was overlaid on the protected area layer. Protected areas&#x00027; data were obtained from the protected planet (<ext-link ext-link-type="uri" xlink:href="http://www.protectedplanet.net">www.protectedplanet.net</ext-link>) (UNEP-WCMC and IUCN, <xref ref-type="bibr" rid="B66">2022</xref>).</p>
</sec>
</sec>
<sec id="s3">
<title>3. Results</title>
<sec>
<title>3.1. Distribution in the major mountain range</title>
<p>We showed that the breaded vulture occurs in 26 major mountain ranges. <xref ref-type="table" rid="T2">Table 2</xref> shows the number of distribution records in each major mountain range across the species distribution range. The highest number of distribution points was recorded in the Central European Highlands.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>The number of distribution records in major mountain ranges in Europe, Asia, and Africa.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Regions</bold></th>
<th valign="top" align="left"><bold>Mountain ranges</bold></th>
<th valign="top" align="center"><bold>Number of records</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Central Asia</td>
<td valign="top" align="left">Himalaya</td>
<td valign="top" align="center">1,767</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Hindu Kush</td>
<td valign="top" align="center">8</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Karakoram</td>
<td valign="top" align="center">240</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Pamir mountains</td>
<td valign="top" align="center">23</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Tian Shan</td>
<td valign="top" align="center">338</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Tibetan Plateau</td>
<td valign="top" align="center">498</td>
</tr> <tr>
<td valign="top" align="left">East African highlands</td>
<td valign="top" align="left">Eastern Rift mountains</td>
<td valign="top" align="center">31</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Ethiopian Highlands</td>
<td valign="top" align="center">391</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Horn of Africa Highlands</td>
<td valign="top" align="center">1</td>
</tr> <tr>
<td valign="top" align="left">East Asia</td>
<td valign="top" align="left">Central China Mountains</td>
<td valign="top" align="center">6</td>
</tr> <tr>
<td valign="top" align="left">Europe</td>
<td valign="top" align="left">Central European highlands</td>
<td valign="top" align="center">5,505</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">East European highlands</td>
<td valign="top" align="center">4</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Mediterranean islands</td>
<td valign="top" align="center">215</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Northwest European highlands</td>
<td valign="top" align="center">92</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">South European highlands</td>
<td valign="top" align="center">5</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Southeast European highlands</td>
<td valign="top" align="center">4,877</td>
</tr> <tr>
<td valign="top" align="left">North African highlands</td>
<td valign="top" align="left">Maghreb mountains</td>
<td valign="top" align="center">19</td>
</tr> <tr>
<td valign="top" align="left">South Siberian mountains</td>
<td valign="top" align="left">Altai-Sayan region</td>
<td valign="top" align="center">233</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Mongolian highlands</td>
<td valign="top" align="center">42</td>
</tr> <tr>
<td valign="top" align="left">Southern African ranges</td>
<td valign="top" align="left">Coastal Belt (South Africa)</td>
<td valign="top" align="center">29</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Great Escarpment</td>
<td valign="top" align="center">499</td>
</tr> <tr>
<td valign="top" align="left">Western Asia</td>
<td valign="top" align="left">Anatolian/Armenian highlands</td>
<td valign="top" align="center">580</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Arabian Peninsula</td>
<td valign="top" align="center">1</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Caucasus mountains</td>
<td valign="top" align="center">937</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Iranian plateau</td>
<td valign="top" align="center">148</td>
</tr>
 <tr>
<td/>
<td valign="top" align="left">Levant ranges</td>
<td valign="top" align="center">2</td>
</tr></tbody>
</table>
</table-wrap>
</sec>
<sec>
<title>3.2. Global habitat suitability model</title>
<p>According to the AUS value (AUC = 0.924), the global habitat suitability model developed for the breaded vulture (<italic>Gypaetus barbatus</italic>) shows high performance. The Maxent model shows areas with high suitability for the species across Europe, Asia, and Africa. The model is created based on distribution records of the species collected from 2000 to 2022 across the species distribution range. We estimated 8,117,231 km<sup>2</sup> of suitable habitat for the species across its global range in Europe, Asia, and Africa (<xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Global habitat suitability map of the bearded vulture (<italic>Gypaetus barbatus</italic>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1112962-g0003.tif"/>
</fig>
</sec>
<sec>
<title>3.3. Variable importance</title>
<p>Results of estimating the importance of the environmental variables to the bearded vulture global habitat suitability model showed that topographic heterogeneity was the most important variable (with 46.2% contribution) in predicting suitable habitats of the species with a positive relationship (<xref ref-type="table" rid="T3">Table 3</xref>). Areas with high topographic heterogeneity have higher suitability for the species. Precipitation of the driest month (Bio14) was the second most important variable (with 21.6% contribution) in shaping the species&#x00027; habitat suitability with a positive influence meaning that areas that receive more precipitation during the driest month have high suitability for the species.</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Relative contributions of the environmental variables to the bearded vulture (<italic>Gypaetus barbatus</italic>) Maxent model.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Variable</bold></th>
<th valign="top" align="center"><bold>Percent contribution</bold></th>
</tr>
</thead>
<tbody>
<tr style="background-color:#dee1e1;">
<td valign="top" align="left"><bold>Topographic heterogeneity</bold></td>
<td valign="top" align="center">46.2</td>
</tr> <tr>
<td valign="top" align="left">Bio14</td>
<td valign="top" align="center">21.6</td>
</tr> <tr>
<td valign="top" align="left">Bio8</td>
<td valign="top" align="center">12.4</td>
</tr> <tr>
<td valign="top" align="left">Bio10</td>
<td valign="top" align="center">4.7</td>
</tr> <tr style="background-color:#dee1e1;">
<td valign="top" align="left"><bold>Human footprint</bold></td>
<td valign="top" align="center">3.8</td>
</tr> <tr>
<td valign="top" align="left">Bio3</td>
<td valign="top" align="center">3.4</td>
</tr> <tr>
<td valign="top" align="left">Bio4</td>
<td valign="top" align="center">2.5</td>
</tr> <tr>
<td valign="top" align="left">Bio19</td>
<td valign="top" align="center">2.2</td>
</tr> <tr>
<td valign="top" align="left">Bio2</td>
<td valign="top" align="center">1.9</td>
</tr> <tr>
<td valign="top" align="left">NDVI</td>
<td valign="top" align="center">1.3</td>
</tr></tbody>
</table>
</table-wrap>
<p><xref ref-type="fig" rid="F4">Figure 4</xref> shows the results of the jackknife test of variable importance. The environmental variable with the highest gain, when used in isolation, is topographic heterogeneity, which therefore appears to have the most useful information by itself. The environmental variable that decreases the gain the most when it is omitted is Bio14, which therefore appears to have the most useful information that is not present in the other variables (<xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Results of the jackknife test for variable importance.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1112962-g0004.tif"/>
</fig>
</sec>
<sec>
<title>3.4. Representation of suitable habitats within protected areas</title>
<p>Results of estimating the area of suitable habitats of the bearded vulture within protected areas showed that 1,320,533 km<sup>2</sup> of suitable habitats of the species are protected. Considering that area of suitable habitat for the species is 8,117,231 km<sup>2</sup>, thus 16.26% of the suitable habitat of the bearded vulture is currently protected (<xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Protected global habitat suitability map of the bearded vulture (<italic>Gypaetus barbatus</italic>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-11-1112962-g0005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4">
<title>4. Discussion</title>
<p>Mountain ecosystems are hotspots of biodiversity and have high priority for conservation (Antonelli et al., <xref ref-type="bibr" rid="B3">2018</xref>; Rahbek et al., <xref ref-type="bibr" rid="B53">2019</xref>). These ecosystems are home to many iconic species in need of urgent conservation actions like the bearded vulture. This study presents a high-resolution global scale habitat suitability map for the bearded vulture to help large-scale conservation planning of the species. The overall extent of the occurrence of the species is estimated to be 61,700,000 km<sup>2</sup> (BirdLife International, <xref ref-type="bibr" rid="B9">2022</xref>). However, our model on the global distribution of the species showed that the area of suitable habitat for the species is much lower than what was previously thought (BirdLife International, <xref ref-type="bibr" rid="B9">2022</xref>). This highlights the importance and usefulness of SDMs for precise estimation of the area of suitable habitat for species with conservation importance.</p>
<p>Despite we were expecting that climate will outperform other variables in predicting the species&#x00027; global habitat suitability, the results showed that topography was the most influential factor. Topographic heterogeneity is an indicator of habitat diversity and species diversity (Stein et al., <xref ref-type="bibr" rid="B60">2014</xref>; Badgley et al., <xref ref-type="bibr" rid="B7">2017</xref>), which, in turn, influences food resources availability to bearded vultures (Sheykhi Ilanloo et al., <xref ref-type="bibr" rid="B57">2020</xref>). Vignali et al. (<xref ref-type="bibr" rid="B69">2021</xref>) built several habitat suitability maps with respect to bearded vulture age class (immature and adult) and season (warm and cold) in the Swiss Alpine range. In most of the models, the environmental predictor that contributed most to explaining the habitat suitability of the bearded vulture was food availability. The precipitation of the driest month was the second most important predictor of the species distribution range showing the importance of precipitation for the species&#x00027; habitat suitability. Sheykhi Ilanloo et al. (<xref ref-type="bibr" rid="B57">2020</xref>) modeled the habitat suitability of the bearded vulture in the Kopet Dagh Mountains in Asia and found that the precipitation was the most influential predictor of the species&#x00027; suitable habitat in the area. Surprisingly, results of variable importance revealed that the human footprint index did not play an important role in shaping the species distribution showing that at least at a global scale, the species&#x00027; suitable habitat is not affected by human activities. Confirming previous findings, our results show that species responses to environmental factors such as climate, topography, vegetation, and anthropogenic factors are species-specific and depend on the scale of studies (Roland and Taylor, <xref ref-type="bibr" rid="B55">1997</xref>; Holland et al., <xref ref-type="bibr" rid="B35">2004</xref>; McGarigal et al., <xref ref-type="bibr" rid="B42">2016</xref>). We showed that while topography shaped the species&#x00027; global distribution range, precipitation was the most important determinant of the species distribution in the Kopet Dagh Mountains in Asia (Sheykhi Ilanloo et al., <xref ref-type="bibr" rid="B57">2020</xref>), and food availability was the most important variable in explaining habitat suitability of bearded vulture in the Swiss Alpine range. In comparison with other vulture species, Panthi et al. (<xref ref-type="bibr" rid="B50">2021</xref>) modeled the global habitat suitability of the Egyptian vulture (<italic>Neophron percnopterus</italic>) and found that climate is the most important determinant of the species&#x00027; global habitat suitability.</p>
<p>Protected areas are important tools for the conservation of biodiversity (Gaston et al., <xref ref-type="bibr" rid="B26">2008</xref>; Mawdsley et al., <xref ref-type="bibr" rid="B41">2009</xref>; Watson et al., <xref ref-type="bibr" rid="B71">2014</xref>; Gray et al., <xref ref-type="bibr" rid="B28">2016</xref>). Threats that species generally face outside protected areas are absent or very low in protected areas (Leberger et al., <xref ref-type="bibr" rid="B37">2020</xref>). Thus, knowing to what extent species&#x00027; suitable habitats are located within protected areas can help species conservation and future selection of protected areas. In this regard, SDMs are very useful tools to investigate the effectiveness of protected areas in the conservation of species and identify gaps in protected area coverage for species&#x00027; suitable habitats (Mudereri et al., <xref ref-type="bibr" rid="B44">2021</xref>; Escobar-Luj&#x000E1;n et al., <xref ref-type="bibr" rid="B22">2022</xref>). Here, we applied SDMs to estimate protected area coverage for the suitable habitat of the species and found that &#x0003C; 17% of the bearded vulture&#x00027;s suitable habitat is currently protected. This highlighted the necessity of new protected area establishment in mountain ecosystems in general and suitable habitats of this iconic and threatened avian species in particular.</p>
<p>Vultures are among the most threatened birds that are in need of urgent conservation actions (Botha et al., <xref ref-type="bibr" rid="B10">2017</xref>). Like many other vultures, the bearded vulture has been listed as Near Threatened because it has undergone a moderately rapid population decline over the past three generations (BirdLife International, <xref ref-type="bibr" rid="B9">2022</xref>). We found a high number of distribution records for the species in the following mountain ranges: Central European Highlands, Southeast European Highlands, Himalayas, Caucasus Mountains, and Anatolian/Armenian Highlands showing that more efforts have been granted for monitoring of this species or avian species in general in these mountains. While few observations have been reported in other mountain ranges such as Iranian Plateau, that the species is resident and common there (Sheykhi Ilanloo et al., <xref ref-type="bibr" rid="B57">2020</xref>). Thus, more effort should be granted in data poor mountain ranges to monitor the species populations, particularly by using GPS transmitters and record their presence, which is a critical step in understanding the species&#x00027; global distribution and conservation (Di Vittorio et al., <xref ref-type="bibr" rid="B20">2018</xref>). Moreover, as suggested by Di Vittorio et al. (<xref ref-type="bibr" rid="B20">2018</xref>), the development of citizen science programs can significantly increase our knowledge about the species distribution and population in data poor regions. We particularly encourage awareness-raising programs to increase local people&#x00027;s awareness about the species and the species&#x00027; highly suitable habitats identified in this study. The species population in Europe has increased due to conservation actions, thus aforementioned programs and conservation actions are necessary for the highly suitable habitat of the species in Asia and Africa in which the species experiencing dramatic population decline (BirdLife International, <xref ref-type="bibr" rid="B9">2022</xref>). Species distribution models have been frequently used in studying avian ecology and conservation (Engler et al., <xref ref-type="bibr" rid="B21">2017</xref>; Fourcade et al., <xref ref-type="bibr" rid="B25">2017</xref>; Brambilla et al., <xref ref-type="bibr" rid="B13">2018</xref>, <xref ref-type="bibr" rid="B11">2019</xref>, <xref ref-type="bibr" rid="B12">2020</xref>; Ramellini et al., <xref ref-type="bibr" rid="B54">2019</xref>; Burns et al., <xref ref-type="bibr" rid="B15">2020</xref>; Ferrer-Paris and S&#x000E1;nchez-Mercado, <xref ref-type="bibr" rid="B23">2021</xref>; Li et al., <xref ref-type="bibr" rid="B38">2021</xref>; Lu et al., <xref ref-type="bibr" rid="B39">2021</xref>; Mudereri et al., <xref ref-type="bibr" rid="B44">2021</xref>; Avotins et al., <xref ref-type="bibr" rid="B6">2022</xref>; Condro et al., <xref ref-type="bibr" rid="B19">2022</xref>; Escobar-Luj&#x000E1;n et al., <xref ref-type="bibr" rid="B22">2022</xref>). However, studies that applied SDMs in studying avian global distribution are still limited (Engler et al., <xref ref-type="bibr" rid="B21">2017</xref>; Ferrer-Paris and S&#x000E1;nchez-Mercado, <xref ref-type="bibr" rid="B23">2021</xref>; Stiels et al., <xref ref-type="bibr" rid="B61">2021</xref>). In this study, we modeled the global habitat suitability of the bearded vulture and showed that the species distribution range is very smaller than what was previously thought. In addition, we showed that a small proportion of the species&#x00027; suitable habitats is located within protected areas. We believe that the establishment of new wind power farms should be avoided in highly suitable habitats or should be established with caution to reduce the species&#x00027; collision with turbines (Carrete et al., <xref ref-type="bibr" rid="B16">2012</xref>; Murgatroyd et al., <xref ref-type="bibr" rid="B45">2021</xref>). Areas that are identified as the most suitable habitats for the species should be prioritized for the conservation of this charismatic vulture species.</p>
</sec>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>MY conceived the ideas, designed the methodology, collected the data, and wrote the original draft with inputs from SM (Section 1). AK conducted the analyses. MY, SM, and AK reviewed, edited the text, and gave their final approval for submission. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<ack>
<p>We thank Ali Khani for providing the photo of the bearded vulture. We would also like to thank two reviewers and editors of the Frontiers in Ecology and Evolution for their useful comments and suggestions.</p>
</ack>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s7">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Acharya</surname> <given-names>R.</given-names></name> <name><surname>Cuthbert</surname> <given-names>R.</given-names></name> <name><surname>Baral</surname> <given-names>H. S.</given-names></name> <name><surname>Chaudhary</surname> <given-names>A.</given-names></name></person-group> (<year>2010</year>). <article-title>Rapid decline of the bearded vulture gypaetus barbatus in upper Mustang, Nepal</article-title>. <source>Forktail</source> <volume>26</volume>, <fpage>117</fpage>&#x02013;<lpage>120</lpage>.</citation>
</ref>
<ref id="B2">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aguilera-Alcal&#x000ED;</surname> <given-names>N.</given-names></name> <name><surname>Morales-Reyes</surname> <given-names>Z.</given-names></name> <name><surname>Mart&#x000ED;n-L&#x000F3;pez</surname> <given-names>B.</given-names></name> <name><surname>Mole&#x000F3;n</surname> <given-names>M.</given-names></name> <name><surname>S&#x000E1;nchez-Zapata</surname> <given-names>J. A.</given-names></name></person-group> (<year>2020</year>). <article-title>Role of scavengers in providing non-material contributions to people</article-title>. <source>Ecol. Indic.</source> <volume>117</volume>, <fpage>106643</fpage>. <pub-id pub-id-type="doi">10.1016/j.ecolind.2020.106643</pub-id><pub-id pub-id-type="pmid">23563055</pub-id></citation></ref>
<ref id="B3">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Antonelli</surname> <given-names>A. W. D</given-names></name> <name><surname>Kissling</surname> <given-names>S. G. A.</given-names></name> <name><surname>Flantua</surname> <given-names>Berm&#x000FA;dez, A.</given-names></name> <name><surname>Mulch</surname> <given-names>A. N.</given-names></name></person-group> (<year>2018</year>). <article-title>Geological and climatic influences on mountain biodiversity</article-title>. <source>Nat. Geosci</source>. <volume>11</volume>, <fpage>718</fpage>&#x02013;<lpage>725</lpage>. <pub-id pub-id-type="doi">10.1038/s41561-018-0236-z</pub-id></citation>
</ref>
<ref id="B4">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ara&#x000FA;jo</surname> <given-names>M. B.</given-names></name> <name><surname>Anderson</surname> <given-names>R. P.</given-names></name> <name><surname>Barbosa</surname> <given-names>A. M.</given-names></name> <name><surname>Beale</surname> <given-names>C. M.</given-names></name> <name><surname>Dormann</surname> <given-names>A. F.</given-names></name> <name><surname>Early</surname> <given-names>R.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Standards for distribution models in biodiversity assessments</article-title>. <source>Sci. Adv.</source> <volume>5</volume>, <fpage>1</fpage>&#x02013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.1126/sciadv.aat4858</pub-id><pub-id pub-id-type="pmid">30746437</pub-id></citation></ref>
<ref id="B5">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Austin</surname> <given-names>M. P.</given-names></name> <name><surname>Van Niel</surname> <given-names>K. P.</given-names></name></person-group> (<year>2011</year>). <article-title>Improving species distribution models for climate change studies: variable selection and scale</article-title>. <source>J. Biogeogr.</source> <volume>38</volume>, <fpage>1</fpage>&#x02013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1111/j.1365-2699.2010.02416.x</pub-id></citation>
</ref>
<ref id="B6">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Avotins</surname> <given-names>A.</given-names></name> <name><surname>Kerus</surname> <given-names>V. A</given-names></name> <name><surname>Aunins</surname></name></person-group> (<year>2022</year>). <article-title>National scale habitat suitability analysis to evaluate and improve conservation areas for a mature forest specialist species</article-title>. <source>Glob. Ecol. Conserv.</source> <volume>38</volume>, <fpage>e02218</fpage>. <pub-id pub-id-type="doi">10.1016/j.gecco.2022.e02218</pub-id></citation>
</ref>
<ref id="B7">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Badgley</surname> <given-names>C.</given-names></name> <name><surname>Smiley</surname> <given-names>T. M.</given-names></name> <name><surname>Terry</surname> <given-names>R.</given-names></name> <name><surname>Davis</surname> <given-names>E. B.</given-names></name> <name><surname>DeSantis</surname> <given-names>L. R. G.</given-names></name> <name><surname>Fox</surname> <given-names>D. L.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Biodiversity and topographic complexity: modern and geohistorical perspectives</article-title>. <source>Trends Ecol. Evolut.</source> <volume>32</volume>, <fpage>211</fpage>&#x02013;<lpage>226</lpage>. <pub-id pub-id-type="doi">10.1016/j.tree.2016.12.010</pub-id><pub-id pub-id-type="pmid">28196688</pub-id></citation></ref>
<ref id="B8">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bai</surname> <given-names>J.</given-names></name> <name><surname>Hou</surname> <given-names>P.</given-names></name> <name><surname>Jin</surname> <given-names>D.</given-names></name> <name><surname>Zhai</surname> <given-names>J.</given-names></name> <name><surname>Ma</surname> <given-names>Y.</given-names></name> <name><surname>Zhao</surname> <given-names>J.</given-names></name></person-group> (<year>2022</year>). <article-title>Habitat suitability assessment of black-necked crane (Grus nigricollis) in the Zoige Grassland Wetland ecological function zone on the Eastern tibetan plateau</article-title>. <source>Diversity</source> <volume>14</volume>, <fpage>579</fpage>. <pub-id pub-id-type="doi">10.3390/d14070579</pub-id></citation>
</ref>
<ref id="B9">
<citation citation-type="web"><person-group person-group-type="author"><collab>BirdLife International</collab></person-group> (<year>2022</year>). Species factsheet: <italic>Gypaetus barbatus</italic>. Available online at: <ext-link ext-link-type="uri" xlink:href="http://www.birdlife.org">http://www.birdlife.org</ext-link> (accessed October 20, 2022).</citation>
</ref>
<ref id="B10">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Botha</surname> <given-names>A. J.</given-names></name> <name><surname>Andevski</surname> <given-names>J.</given-names></name> <name><surname>Bowden</surname> <given-names>C. G. R.</given-names></name></person-group> (<year>2017</year>). <article-title>Multi-species action plan to conserve African-Eurasian vultures. CMS Raptors MOU Technical Publication No. 5. CMS technical series no. 3</article-title>. <source>Coordinating Unit of the CMS Raptors MOU</source>, United Arab Emirates 2017.</citation>
</ref>
<ref id="B11">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brambilla</surname> <given-names>M.</given-names></name> <name><surname>Gustin</surname> <given-names>M.</given-names></name> <name><surname>Cento</surname> <given-names>M.</given-names></name> <name><surname>Ilahiane</surname> <given-names>L.</given-names></name> <name><surname>Celada</surname> <given-names>C</given-names></name></person-group>. (<year>2019</year>). <article-title>Predicted effects of climate factors on mountain species are not uniform over different spatial scales</article-title>. <source>J. Avian Biol.</source> <volume>50</volume>, <fpage>2162</fpage>. <pub-id pub-id-type="doi">10.1111/jav.02162</pub-id></citation>
</ref>
<ref id="B12">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brambilla</surname> <given-names>M.</given-names></name> <name><surname>Resano-Mayor</surname> <given-names>J.</given-names></name> <name><surname>Arlettaz</surname> <given-names>R.</given-names></name> <name><surname>Bettega</surname> <given-names>C.</given-names></name> <name><surname>Binggeli</surname> <given-names>A.</given-names></name> <name><surname>Bogliani</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Potential distribution of a climate sensitive species, the White-winged Snowfinch Montifringilla nivalis in Europe</article-title>. <source>Bird Conserv. Int.</source> <volume>30</volume>, <fpage>522</fpage>&#x02013;<lpage>532</lpage>. <pub-id pub-id-type="doi">10.1017/S0959270920000027</pub-id></citation>
</ref>
<ref id="B13">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brambilla</surname> <given-names>M.</given-names></name> <name><surname>Resano-Mayor</surname> <given-names>J.</given-names></name> <name><surname>Scridel</surname> <given-names>D.</given-names></name> <name><surname>Anderle</surname> <given-names>M.</given-names></name> <name><surname>Bogliani</surname> <given-names>G.</given-names></name> <name><surname>Braunisch</surname> <given-names>V.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Past and future impact of climate change on foraging habitat suitability in a high-alpine bird species: Management options to buffer against global warming effects</article-title>. <source>Biol. Conserv.</source> <volume>221</volume>, <fpage>209</fpage>&#x02013;<lpage>218</lpage>. <pub-id pub-id-type="doi">10.1016/j.biocon.2018.03.008</pub-id></citation>
</ref>
<ref id="B14">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Buechley</surname> <given-names>E. R.</given-names></name> <name><surname>Girardello</surname> <given-names>M.</given-names></name> <name><surname>Santangeli</surname> <given-names>A.</given-names></name> <name><surname>Ruffo</surname> <given-names>A. D.</given-names></name> <name><surname>Ayalew</surname> <given-names>G.</given-names></name> <name><surname>Abebe</surname> <given-names>Y. D.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Priority areas for vulture conservation in the Horn of Africa largely fall outside the protected area network</article-title>. <source>Bird Conserv. Int.</source> <volume>32</volume>, <fpage>188</fpage>&#x02013;<lpage>205</lpage>. <pub-id pub-id-type="doi">10.1017/S0959270921000228</pub-id></citation>
</ref>
<ref id="B15">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Burns</surname> <given-names>P.</given-names></name> <name><surname>Clark</surname> <given-names>M.</given-names></name> <name><surname>Salas</surname> <given-names>L.</given-names></name> <name><surname>Hancock</surname> <given-names>S.</given-names></name> <name><surname>Leland</surname> <given-names>D.</given-names></name> <name><surname>Jantz</surname> <given-names>P.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Incorporating canopy structure from simulated GEDI lidar into bird species distribution models</article-title>. <source>Environ. Res. Lett.</source> <volume>15</volume>, <fpage>095002</fpage>. <pub-id pub-id-type="doi">10.1088/1748-9326/ab80ee</pub-id></citation>
</ref>
<ref id="B16">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Carrete</surname> <given-names>M.</given-names></name> <name><surname>S&#x000E1;nchez-Zapata</surname> <given-names>J. A.</given-names></name> <name><surname>Ben&#x000ED;tez</surname> <given-names>J. R.</given-names></name> <name><surname>Lob&#x000F3;n</surname> <given-names>M.</given-names></name> <name><surname>Montoya</surname> <given-names>F.</given-names></name> <name><surname>Don&#x000E1;zar</surname> <given-names>J. A.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>Mortality at wind-farms is positively related to large-scale distribution and aggregation in griffon vultures</article-title>. <source>Biol. Conserv.</source> <volume>145</volume>, <fpage>102</fpage>&#x02013;<lpage>108</lpage>. <pub-id pub-id-type="doi">10.1016/j.biocon.2011.10.017</pub-id></citation>
</ref>
<ref id="B17">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Carucci</surname> <given-names>T.</given-names></name> <name><surname>Whitehouse-Tedd</surname> <given-names>K.</given-names></name> <name><surname>Yarnell</surname> <given-names>R. W.</given-names></name> <name><surname>Collins</surname> <given-names>A.</given-names></name> <name><surname>Fitzpatrick</surname> <given-names>F.</given-names></name> <name><surname>Botha</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Ecosystem services and disservices associated with vultures: a systematic review and evidence assessment</article-title>. <source>Ecosys. Serv.</source>56, 101447. <pub-id pub-id-type="doi">10.1016/j.ecoser.2022.101447</pub-id></citation>
</ref>
<ref id="B18">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cobos</surname> <given-names>M. E.</given-names></name> <name><surname>Peterson</surname> <given-names>A. T.</given-names></name> <name><surname>Barve</surname> <given-names>N.</given-names></name> <name><surname>Osorio-Olvera</surname> <given-names>L.</given-names></name></person-group> (<year>2019</year>). <article-title>kuenm: an R package for detailed development of ecological niche models using Maxent</article-title>. <source>Peer. J.</source> <volume>7</volume>, <fpage>e6281</fpage>. <pub-id pub-id-type="doi">10.7717/peerj.6281</pub-id><pub-id pub-id-type="pmid">30755826</pub-id></citation></ref>
<ref id="B19">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Condro</surname> <given-names>A. A.</given-names></name> <name><surname>Syartinilia</surname> <given-names>H.</given-names></name> <name><surname>Higuchi</surname> <given-names>Y. A.</given-names></name> <name><surname>Mulyani</surname> <given-names>R.</given-names></name> <name><surname>Raffiudin</surname> <given-names>L.</given-names></name> <name><surname>Rusniarsyah</surname> <given-names>Y.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Climate change leads to range contraction for Japanese population of the Oriental Honey-Buzzards: implications for future conservation strategies</article-title>. <source>Global Ecol. Conserv.</source> <volume>34</volume>, <fpage>e02044</fpage>. <pub-id pub-id-type="doi">10.1016/j.gecco.2022.e02044</pub-id></citation>
</ref>
<ref id="B20">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Di Vittorio Hema</surname> <given-names>M.</given-names></name> <name><surname>Dendi</surname> <given-names>E. M.</given-names></name> <name><surname>Akani</surname> <given-names>D.</given-names></name> <name><surname>Cortone</surname> <given-names>G. C.</given-names></name> <name><surname>Lopez-Lopez</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>The conservation status of West African vultures: an updated review and a strategy for conservation</article-title>. <source>Vie Milieu.</source> <volume>68</volume>, <fpage>33</fpage>&#x02013;<lpage>43</lpage>.</citation>
</ref>
<ref id="B21">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Engler</surname> <given-names>J. O.</given-names></name> <name><surname>Stiels</surname> <given-names>D.</given-names></name> <name><surname>Schidelko</surname> <given-names>K.</given-names></name> <name><surname>Strubbe</surname> <given-names>D.</given-names></name> <name><surname>Quillfeldt</surname> <given-names>P.</given-names></name> <name><surname>Brambilla</surname> <given-names>M.</given-names></name></person-group> (<year>2017</year>). <article-title>Avian SDMs: current state, challenges, and opportunities</article-title>. <source>J. Avian. Biol.</source> <volume>48</volume>, <fpage>1483</fpage>&#x02013;<lpage>1504</lpage>. <pub-id pub-id-type="doi">10.1111/jav.01248</pub-id></citation>
</ref>
<ref id="B22">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Escobar-Luj&#x000E1;n</surname> <given-names>J.</given-names></name> <name><surname>Casta&#x000F1;o-Quintero</surname> <given-names>S. M.</given-names></name> <name><surname>Villalobos</surname> <given-names>F.</given-names></name> <name><surname>Lira-Noriega</surname> <given-names>A.</given-names></name> <name><surname>Chiappa-Carrara</surname> <given-names>X.</given-names></name> <name><surname>Ya&#x000F1;ez-Arenas</surname></name></person-group> (<year>2022</year>). <article-title>Current and future geographic patterns of bird diversity dimensions of the Yucatan Peninsula and their representativeness in natural protected areas</article-title>. <source>Neotrop. Biodiv.</source> <volume>8</volume>, <fpage>242</fpage>&#x02013;<lpage>252</lpage>. <pub-id pub-id-type="doi">10.1080/23766808.2022.2087282</pub-id></citation>
</ref>
<ref id="B23">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ferrer-Paris</surname> <given-names>J. R.</given-names></name> <name><surname>S&#x000E1;nchez-Mercado</surname> <given-names>A.</given-names></name></person-group> (<year>2021</year>). <article-title>Contributions of Distribution modelling to the ecological study of psittaciformes</article-title>. <source>Diversity:</source> <volume>13</volume>, <fpage>611</fpage>. <pub-id pub-id-type="doi">10.3390/d13120611</pub-id></citation>
</ref>
<ref id="B24">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fick</surname> <given-names>S. E.</given-names></name> <name><surname>Hijmans</surname> <given-names>R. J.</given-names></name></person-group> (<year>2017</year>). <article-title>Worldclim 2: New 1-km spatial resolution climate surfaces for global land areas</article-title>. <source>Int. J. Climatol.</source> <volume>37</volume>, <fpage>4302</fpage>&#x02013;<lpage>4315</lpage>. <pub-id pub-id-type="doi">10.1002/joc.5086</pub-id></citation>
</ref>
<ref id="B25">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fourcade</surname> <given-names>Y.</given-names></name> <name><surname>Besnard</surname> <given-names>A. G.</given-names></name> <name><surname>Secondi</surname> <given-names>J.</given-names></name></person-group> (<year>2017</year>). <article-title>Evaluating interspecific niche overlaps in environmental and geographic spaces to assess the value of umbrella species</article-title>. <source>J. Avian Biol.</source> <volume>48</volume>, <fpage>1563</fpage>&#x02013;<lpage>1574</lpage>. <pub-id pub-id-type="doi">10.1111/jav.01153</pub-id></citation>
</ref>
<ref id="B26">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gaston</surname> <given-names>K. J.</given-names></name> <name><surname>Jackson</surname> <given-names>S. F.</given-names></name> <name><surname>Cant&#x00027;u-Salazar</surname> <given-names>L.</given-names></name> <name><surname>Cruz-Pi&#x000F1;&#x000F3;n</surname> <given-names>G.</given-names></name></person-group> (<year>2008</year>). <article-title>The ecological performance of protected areas</article-title>. <source>Annu. Rev. Ecol. Evol. Syst</source>. <volume>39</volume> <fpage>93</fpage>&#x02013;<lpage>113</lpage>. <pub-id pub-id-type="doi">10.1146/annurev.ecolsys.39.110707.173529</pub-id></citation>
</ref>
<ref id="B27">
<citation citation-type="journal"><person-group person-group-type="author"><collab>GBIF.org</collab></person-group> (<year>2022</year>). <source>GBIF Occurrence</source>. <pub-id pub-id-type="doi">10.15468/dl.zt3zp6</pub-id>. (accessed March 24, 2022).</citation>
</ref>
<ref id="B28">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gray</surname> <given-names>C. L.</given-names></name> <name><surname>Hill</surname> <given-names>S. L. L.</given-names></name> <name><surname>Newbold</surname> <given-names>T.</given-names></name> <name><surname>Hudson</surname> <given-names>L. N.</given-names></name> <name><surname>B&#x000F6;rger</surname> <given-names>L.</given-names></name> <name><surname>Contu</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Local biodiversity is higher inside than outside terrestrial protected areas worldwide</article-title>. <source>Nat. Commun</source> <volume>7</volume>, <fpage>12306</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms12306</pub-id><pub-id pub-id-type="pmid">27465407</pub-id></citation></ref>
<ref id="B29">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Green</surname> <given-names>R. E.</given-names></name> <name><surname>Newton</surname> <given-names>I.</given-names></name> <name><surname>Schultz</surname> <given-names>S.</given-names></name></person-group> (<year>2004</year>). <article-title>Diclofenac poisoning as a cause of vulture population declines across the Indian subcontinent</article-title>. <source>J. Appl. Ecol.</source> <volume>41</volume>, <fpage>793</fpage>&#x02013;<lpage>800</lpage>. <pub-id pub-id-type="doi">10.1111/j.0021-8901.2004.00954.x</pub-id><pub-id pub-id-type="pmid">15801603</pub-id></citation></ref>
<ref id="B30">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guisan</surname> <given-names>A.</given-names></name> <name><surname>Thuiller</surname> <given-names>W.</given-names></name></person-group> (<year>2005</year>). <article-title>Predicting species distribution: offering more than simple habitat models</article-title>. <source>Ecol. Lett.</source> <volume>8</volume>, <fpage>993</fpage>&#x02013;<lpage>1009</lpage>. <pub-id pub-id-type="doi">10.1111/j.1461-0248.2005.00792.x</pub-id><pub-id pub-id-type="pmid">34517687</pub-id></citation></ref>
<ref id="B31">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Guisan</surname> <given-names>A.</given-names></name> <name><surname>Thuiller</surname> <given-names>W.</given-names></name> <name><surname>Zimmermann</surname> <given-names>N. E.</given-names></name></person-group> (<year>2017</year>). <source>Habitat Suitability and Distribution Models: With Applications in R</source>. <publisher-loc>Cambridge</publisher-loc>: <publisher-name>Cambridge University Press</publisher-name>.</citation>
</ref>
<ref id="B32">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Haddad</surname> <given-names>N. M.</given-names></name> <name><surname>Brudvig</surname> <given-names>L. A.</given-names></name> <name><surname>Clobert</surname> <given-names>J.</given-names></name> <name><surname>Davies</surname> <given-names>K. F.</given-names></name> <name><surname>Gonzalez</surname> <given-names>A.</given-names></name> <name><surname>Holt</surname> <given-names>R. D.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Habitat fragmentation and its lasting impact on Earth&#x00027;s ecosystems</article-title>. <source>Sci. Adv.</source> <volume>1</volume>, <fpage>e1500052</fpage>. <pub-id pub-id-type="doi">10.1126/sciadv.1500052</pub-id><pub-id pub-id-type="pmid">26601154</pub-id></citation></ref>
<ref id="B33">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hansen</surname> <given-names>M. C.</given-names></name> <name><surname>Potapov</surname> <given-names>P. V.</given-names></name> <name><surname>Moore</surname> <given-names>R.</given-names></name> <name><surname>Hancher</surname> <given-names>M.</given-names></name> <name><surname>Turubanova</surname> <given-names>S. A.</given-names></name> <name><surname>Tyukavina</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>High-resolution global maps of 21st-century forest cover change</article-title>. <source>Science</source> <volume>342</volume>, <fpage>850</fpage>&#x02013;<lpage>853</lpage>. <pub-id pub-id-type="doi">10.1126/science.1244693</pub-id><pub-id pub-id-type="pmid">24876488</pub-id></citation></ref>
<ref id="B34">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hanski</surname> <given-names>I.</given-names></name></person-group> (<year>2011</year>). <article-title>Habitat loss, the dynamics of biodiversity, and a perspective on conservation</article-title>. <source>Ambio</source> <volume>40</volume>, <fpage>248</fpage>&#x02013;<lpage>255</lpage>. <pub-id pub-id-type="doi">10.1007/s13280-011-0147-3</pub-id><pub-id pub-id-type="pmid">21644453</pub-id></citation></ref>
<ref id="B35">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Holland</surname> <given-names>J. D.</given-names></name> <name><surname>Bert</surname> <given-names>D. G.</given-names></name> <name><surname>Fahrig</surname> <given-names>L.</given-names></name></person-group> (<year>2004</year>). <article-title>Determining the spatial scale of species&#x00027; response to habitat</article-title>. <source>Bioscience</source> <volume>54</volume>, <fpage>227</fpage>&#x02013;<lpage>233</lpage>.</citation>
</ref>
<ref id="B36">
<citation citation-type="web"><person-group person-group-type="author"><name><surname>Jarvis</surname> <given-names>A.</given-names></name> <name><surname>Reuter</surname> <given-names>H. I.</given-names></name> <name><surname>Nelson</surname> <given-names>A.</given-names></name> <name><surname>Guevara</surname> <given-names>E.</given-names></name></person-group> (<year>2008</year>). <source>Hole-Filled SRTM for the Globe Version 4</source>. Available online at: the CGIAR-CSI SRTM 90 m Database. Available online at: <ext-link ext-link-type="uri" xlink:href="https://srtm.csi.cgiar.org">https://srtm.csi.cgiar.org</ext-link> (accessed April 15, 2015).</citation>
</ref>
<ref id="B37">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leberger</surname> <given-names>R.</given-names></name> <name><surname>Rosa</surname> <given-names>I. M. D.</given-names></name> <name><surname>Guerra</surname> <given-names>C. A.</given-names></name> <name><surname>Wolf</surname> <given-names>F.</given-names></name> <name><surname>Pereira</surname> <given-names>H. M.</given-names></name></person-group> (<year>2020</year>). <article-title>Global patterns of forest loss across IUCN categories of protected areas</article-title>. <source>Biol. Conserv.</source> 241 108299. <pub-id pub-id-type="doi">10.1016/j.biocon.2019.108299</pub-id><pub-id pub-id-type="pmid">27601287</pub-id></citation></ref>
<ref id="B38">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>J.</given-names></name> <name><surname>Zhang</surname> <given-names>Y.</given-names></name> <name><surname>Zhao</surname> <given-names>L.</given-names></name> <name><surname>Deng</surname> <given-names>W.</given-names></name> <name><surname>Qian</surname> <given-names>F.</given-names></name> <name><surname>Ma</surname> <given-names>K.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Scale and landscape features matter for understanding waterbird habitat selection</article-title>. <source>Remote Sens.</source> <volume>13</volume>, <fpage>4397</fpage>. <pub-id pub-id-type="doi">10.3390/rs13214397</pub-id></citation>
</ref>
<ref id="B39">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lu</surname> <given-names>Z.</given-names></name> <name><surname>Zhai</surname> <given-names>Y.</given-names></name> <name><surname>Meng</surname> <given-names>D.</given-names></name> <name><surname>Kou</surname> <given-names>G.</given-names></name> <name><surname>Li</surname> <given-names>H.</given-names></name> <name><surname>Liu</surname> <given-names>C</given-names></name></person-group>. (<year>2021</year>). <article-title>Predicting the potential distribution of wintering Asian Great Bustard (<italic>Otis tarda dybowskii</italic>) in China: Conservation implications</article-title>. <source>Global Ecol. Conserv.</source> <volume>31</volume>, <fpage>e01817</fpage>. <pub-id pub-id-type="doi">10.1016/j.gecco.2021.e01817</pub-id></citation>
</ref>
<ref id="B40">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Margalida</surname> <given-names>A.</given-names></name></person-group> (<year>2008</year>). <article-title>Presence of bone remains in the ossuaries of Bearded Vultures (Gypaetus barbatus): storage or nutritive rejection?</article-title> <source>Auk</source> <volume>125</volume>, <fpage>560</fpage>&#x02013;<lpage>564</lpage>. <pub-id pub-id-type="doi">10.1525/auk.2008.07124</pub-id></citation>
</ref>
<ref id="B41">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mawdsley</surname> <given-names>J. R. R.</given-names></name> <name><surname>O&#x00027;malley</surname> <given-names>D. S.</given-names></name> <name><surname>Ojima</surname></name></person-group> (<year>2009</year>). <article-title>A review of climate-change adaptation strategies for wildlife management and biodiversity conservation</article-title>. <source>Conserv. Biol</source>. <volume>23</volume>, <fpage>1080</fpage>&#x02013;<lpage>1089</lpage>. <pub-id pub-id-type="doi">10.1111/j.1523-1739.2009.01264.x</pub-id><pub-id pub-id-type="pmid">19549219</pub-id></citation></ref>
<ref id="B42">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>McGarigal</surname> <given-names>K.</given-names></name> <name><surname>Wan</surname> <given-names>H. Y.</given-names></name> <name><surname>Zeller</surname> <given-names>K. A.</given-names></name> <name><surname>Timm</surname> <given-names>B. C.</given-names></name> <name><surname>Cushman</surname> <given-names>S. A.</given-names></name></person-group> (<year>2016</year>). <article-title>Multi-scale habitat selection modeling: a review and outlook</article-title>. <source>Landscape Ecol.</source> <volume>31</volume>, <fpage>1161</fpage>&#x02013;<lpage>1175</lpage>. <pub-id pub-id-type="doi">10.1007/s10980-016-0374-x</pub-id></citation>
</ref>
<ref id="B43">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moradi</surname> <given-names>S.</given-names></name> <name><surname>Sheykhi Ilanloo</surname> <given-names>S.</given-names></name> <name><surname>Kafash</surname> <given-names>A.</given-names></name> <name><surname>Yousefi</surname> <given-names>M</given-names></name></person-group>. (<year>2019</year>). <article-title>Identifying high-priority conservation areas for avian biodiversity using species distribution modeling</article-title>. <source>Ecol. Ind.</source> <volume>97</volume>, <fpage>159</fpage>&#x02013;<lpage>164</lpage>. <pub-id pub-id-type="doi">10.1016/j.ecolind.2018.10.003</pub-id></citation>
</ref>
<ref id="B44">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mudereri</surname> <given-names>B. T.</given-names></name> <name><surname>Chitata</surname> <given-names>T.</given-names></name> <name><surname>Chemura</surname> <given-names>A.</given-names></name> <name><surname>Makaure</surname> <given-names>J.</given-names></name> <name><surname>Mukanga</surname> <given-names>C.</given-names></name> <name><surname>Abdel-Rahman</surname> <given-names>E. C</given-names></name></person-group>. (<year>2021</year>). <article-title>Is the protected area coverage still relevant in protecting the Southern Ground-hornbill (<italic>Bucorvus leadbeateri</italic>) biological niche in Zimbabwe? Perspectives from ecological predictions</article-title>. <source>GIScie. Remote Sens.</source> <volume>58</volume>, <fpage>405</fpage>&#x02013;<lpage>424</lpage>. <pub-id pub-id-type="doi">10.1080/15481603.2021.1883947</pub-id></citation>
</ref>
<ref id="B45">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Murgatroyd</surname> <given-names>M.</given-names></name> <name><surname>Bouten</surname> <given-names>W.</given-names></name> <name><surname>Amar</surname> <given-names>A. A.</given-names></name></person-group> (<year>2021</year>). <article-title>predictive model for improving placement of wind turbines to minimise collision risk potential for a large soaring raptor</article-title>. <source>J. Appl. Ecol.</source> <volume>58</volume>, <fpage>857</fpage>&#x02013;<lpage>868</lpage>. <pub-id pub-id-type="doi">10.1111/1365-2664.13799</pub-id></citation>
</ref>
<ref id="B46">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Newbold</surname> <given-names>T.</given-names></name></person-group> (<year>2018</year>). <article-title>Future effects of climate and land-use change on terrestrial vertebrate community diversity under different scenarios</article-title>. <source>Proceed. Royal Society B: Biol. Sci.</source> <volume>285</volume>, <fpage>20180792</fpage>. <pub-id pub-id-type="doi">10.1098/rspb.2018.0792</pub-id><pub-id pub-id-type="pmid">29925617</pub-id></citation></ref>
<ref id="B47">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>O&#x00027;Bryan</surname> <given-names>C. J.</given-names></name> <name><surname>Braczkowski</surname> <given-names>A. R.</given-names></name> <name><surname>Beyer</surname> <given-names>H. L.</given-names></name> <name><surname>Carter</surname> <given-names>N. H.</given-names></name> <name><surname>Watson</surname> <given-names>J. E. M.</given-names></name> <name><surname>McDonald-Madden</surname> <given-names>E.</given-names></name></person-group> (<year>2018</year>). <article-title>The contribution of predators and scavengers to human wellbeing</article-title>. <source>Nat. Ecol. Evol</source> <volume>2</volume>, <fpage>229</fpage>&#x02013;<lpage>236</lpage>. <pub-id pub-id-type="doi">10.1038/s41559-017-0421-2</pub-id><pub-id pub-id-type="pmid">29348647</pub-id></citation></ref>
<ref id="B48">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ogada</surname> <given-names>D. L.</given-names></name> <name><surname>Keesing</surname> <given-names>F.</given-names></name> <name><surname>Virani</surname> <given-names>M. Z.</given-names></name></person-group> (<year>2012</year>). <article-title>Dropping dead: causes and consequences of vulture population declines worldwide</article-title>. <source>Ann. N. Y. Acad. Sci.</source> <volume>1249</volume>, <fpage>57</fpage>&#x02013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1111/j.1749-6632.2011.06293.x</pub-id><pub-id pub-id-type="pmid">22175274</pub-id></citation></ref>
<ref id="B49">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Orta</surname> <given-names>J.</given-names></name> <name><surname>de Juana</surname> <given-names>E.</given-names></name> <name><surname>Marks</surname> <given-names>J. S.</given-names></name> <name><surname>Sharpe</surname> <given-names>C. J.</given-names></name> <name><surname>Garcia</surname> <given-names>E. F. J.</given-names></name></person-group> (<year>2020</year>). <article-title>Bearded Vulture (<italic>Gypaetus barbatus</italic>)</article-title>. in <source>Handbook of the Birds of the World Alive</source>, eds J. del Hoyo, A. Elliott, J. Sargatal, D. A. Christie, and E. de Juana (<publisher-loc>Barcelona</publisher-loc>: <publisher-name>Lynx Edicions</publisher-name>) (accessed November 20, 2020).</citation>
</ref>
<ref id="B50">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Panthi</surname> <given-names>S.</given-names></name> <name><surname>Pariyar</surname> <given-names>S.</given-names></name> <name><surname>Low</surname> <given-names>M.</given-names></name></person-group> (<year>2021</year>). <article-title>Factors influencing the global distribution of the endangered Egyptian vulture</article-title>. <source>Sci. Rep.</source> <volume>11</volume>, <fpage>21901</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-021-01504-y</pub-id><pub-id pub-id-type="pmid">34754032</pub-id></citation></ref>
<ref id="B51">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pearson</surname> <given-names>R. G.</given-names></name> <name><surname>Dawson</surname> <given-names>T. P.</given-names></name></person-group> (<year>2003</year>). <article-title>Predicting the impacts of climate change on the distribution of species: are bioclimate envelope models useful?</article-title>. <source>Glob. Ecol. Biogeogr</source> <volume>12</volume>, <fpage>361</fpage>&#x02013;<lpage>371</lpage>. <pub-id pub-id-type="doi">10.1046/j.1466-822X.2003.00042.x</pub-id></citation>
</ref>
<ref id="B52">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Phillips</surname> <given-names>S. J.</given-names></name> <name><surname>Anderson</surname> <given-names>R. P.</given-names></name> <name><surname>Schapire</surname> <given-names>R. E.</given-names></name></person-group> (<year>2006</year>). <article-title>Maximum entropy modeling of species geographic distributions</article-title>. <source>Ecol. Modell.</source> <volume>190</volume>, <fpage>231</fpage>&#x02013;<lpage>259</lpage>. <pub-id pub-id-type="doi">10.1016/j.ecolmodel.2005.03.026</pub-id></citation>
</ref>
<ref id="B53">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rahbek</surname> <given-names>C.</given-names></name> <name><surname>Borregaard</surname> <given-names>M. K.</given-names></name> <name><surname>Colwell</surname> <given-names>R. K.</given-names></name> <name><surname>Dalsgaard</surname> <given-names>B.</given-names></name> <name><surname>Holt</surname> <given-names>B. G.</given-names></name> <name><surname>Morueta-Holme</surname> <given-names>N.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Humboldt&#x00027;s enigma: what causes global patterns of mountain biodiversity?</article-title> <source>Science</source> <volume>365</volume>, <fpage>1108</fpage>&#x02013;<lpage>1113</lpage>. <pub-id pub-id-type="doi">10.1126/science.aax0149</pub-id><pub-id pub-id-type="pmid">31515383</pub-id></citation></ref>
<ref id="B54">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ramellini</surname> <given-names>S.</given-names></name> <name><surname>Simoncini</surname> <given-names>A.</given-names></name> <name><surname>Ficetola</surname> <given-names>G. F.</given-names></name> <name><surname>Falaschi</surname> <given-names>M</given-names></name></person-group>. (<year>2019</year>). <article-title>Modelling the potential spread of the Red-billed Leiothrix lutea in Italy</article-title>. <source>Bird Study</source> <volume>66</volume>, <fpage>550</fpage>&#x02013;<lpage>560</lpage>. <pub-id pub-id-type="doi">10.1080/00063657.2020.1732864</pub-id></citation>
</ref>
<ref id="B55">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roland</surname> <given-names>J.</given-names></name> <name><surname>Taylor</surname> <given-names>P. D.</given-names></name></person-group> (<year>1997</year>). <article-title>Insect parasitoid species respond to forest structure at different spatial scales</article-title>. <source>Nature</source> <volume>386</volume>, <fpage>710</fpage>&#x02013;<lpage>713</lpage>. <pub-id pub-id-type="doi">10.1038/386710a0</pub-id></citation>
</ref>
<ref id="B56">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Safford</surname> <given-names>R.</given-names></name> <name><surname>Andevski</surname> <given-names>J.</given-names></name> <name><surname>Botha</surname> <given-names>A.</given-names></name> <name><surname>Bowden</surname> <given-names>C. G. R.</given-names></name> <name><surname>Crockford</surname> <given-names>N.</given-names></name> <name><surname>Garbett</surname> <given-names>R.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Vulture conservation: the case for urgent action</article-title>. <source>Bird Conserv. Int.</source> <volume>29</volume>, <fpage>1</fpage>&#x02013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1017/S0959270919000042</pub-id></citation>
</ref>
<ref id="B57">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sheykhi Ilanloo</surname> <given-names>S.</given-names></name> <name><surname>Khani</surname> <given-names>A.</given-names></name> <name><surname>Kafash</surname> <given-names>A.</given-names></name> <name><surname>Valizadegan</surname> <given-names>N.</given-names></name> <name><surname>Ashrafi</surname> <given-names>S.</given-names></name> <name><surname>Loercher</surname> <given-names>F.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Applying opportunistic observations to model current and future suitability of the Kopet Dagh Mountains for a Near Threatened avian scavenger</article-title>. <source>Avian Biol. Res.</source> <volume>14</volume>, <fpage>18</fpage>&#x02013;<lpage>26</lpage>. <pub-id pub-id-type="doi">10.1177/1758155920962750</pub-id></citation>
</ref>
<ref id="B58">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Snethlage</surname> <given-names>M. A.</given-names></name> <name><surname>Geschke</surname> <given-names>J.</given-names></name> <name><surname>Ranipeta</surname> <given-names>A.</given-names></name> <name><surname>Jetz</surname> <given-names>W.</given-names></name> <name><surname>Yoccoz</surname> <given-names>N. G.</given-names></name> <name><surname>K&#x000F6;rner</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>A hierarchical inventory of the world&#x00027;s mountains for global comparative mountain science</article-title>. <source>Sci. Data</source> <volume>9</volume>, <fpage>149</fpage>. <pub-id pub-id-type="doi">10.1038/s41597-022-01256-y</pub-id><pub-id pub-id-type="pmid">35365674</pub-id></citation></ref>
<ref id="B59">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>K.</given-names></name> <name><surname>Mi</surname> <given-names>C. R.</given-names></name> <name><surname>Yang</surname> <given-names>N.</given-names></name> <name><surname>Sun</surname> <given-names>L.</given-names></name> <name><surname>Sun</surname> <given-names>Y. H.</given-names></name> <name><surname>Xu</surname> <given-names>J. L.</given-names></name></person-group> (<year>2020</year>). <article-title>Improve the roles of nature reserves in conservation of endangered pheasant in a highly urbanized region</article-title>. <source>Sci. Reports</source> <volume>10</volume>, <fpage>17673</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-020-74724-3</pub-id><pub-id pub-id-type="pmid">33077778</pub-id></citation></ref>
<ref id="B60">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stein</surname> <given-names>A.</given-names></name> <name><surname>Gerstner</surname> <given-names>K.</given-names></name> <name><surname>Kreft</surname> <given-names>H.</given-names></name></person-group> (<year>2014</year>). <article-title>Environmental heterogeneity as a universal driver of species richness across taxa, biomes and spatial scales</article-title>. <source>Ecol. Let.</source> <volume>17</volume>, <fpage>866</fpage>&#x02013;<lpage>880</lpage>. <pub-id pub-id-type="doi">10.1111/ele.12277</pub-id><pub-id pub-id-type="pmid">24751205</pub-id></citation></ref>
<ref id="B61">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stiels</surname> <given-names>D.</given-names></name> <name><surname>Bastian</surname> <given-names>H. V.</given-names></name> <name><surname>Bastian</surname> <given-names>A.</given-names></name> <name><surname>Schidelko</surname> <given-names>K.</given-names></name> <name><surname>Engler</surname> <given-names>J. O</given-names></name></person-group>. (<year>2021</year>). <article-title>An iconic messenger of climate change? Predicting the range dynamics of the European Bee-eater (<italic>Merops apiaster</italic>)</article-title>. <source>J. Ornithol.</source> <volume>162</volume>, <fpage>631</fpage>&#x02013;<lpage>644</lpage>. <pub-id pub-id-type="doi">10.1007/s10336-021-01867-z</pub-id></citation>
</ref>
<ref id="B62">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Swets</surname> <given-names>J. A.</given-names></name></person-group> (<year>1988</year>). <article-title>Measuring the accuracy of diagnostic systems</article-title>. <source>Science</source> <volume>240</volume>, <fpage>1285</fpage>&#x02013;<lpage>1293</lpage>. <pub-id pub-id-type="doi">10.1126/science.3287615</pub-id><pub-id pub-id-type="pmid">3287615</pub-id></citation></ref>
<ref id="B63">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Teller&#x000ED;a</surname> <given-names>J. L.</given-names></name> <name><surname>Fandos</surname> <given-names>G.</given-names></name> <name><surname>Tena</surname> <given-names>E.</given-names></name> <name><surname>Carbonell</surname> <given-names>R.</given-names></name> <name><surname>Onrubia</surname> <given-names>A.</given-names></name> <name><surname>Qninba</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Constraints on raptor distribution at the southwestern boundary of the Palaearctic: implications for conservation</article-title>. <source>Biodiv. Conserv.</source> <volume>28</volume>, <fpage>603</fpage>&#x02013;<lpage>619</lpage>. <pub-id pub-id-type="doi">10.1007/s10531-018-1677-9</pub-id></citation>
</ref>
<ref id="B64">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Thomas</surname> <given-names>C. D. A</given-names></name> <name><surname>Cameron</surname> <given-names>R. E.</given-names></name> <name><surname>Green</surname> <given-names>M.</given-names></name> <name><surname>Bakkenes</surname> <given-names>L. J.</given-names></name> <name><surname>Beaumont</surname> <given-names>Y. C.</given-names></name> <etal/></person-group>. (<year>2004</year>). <article-title>Extinction risk from climate change</article-title>. <source>Nature</source> <volume>427</volume>, <fpage>145</fpage>&#x02013;<lpage>148</lpage>. <pub-id pub-id-type="doi">10.1038/nature02121</pub-id><pub-id pub-id-type="pmid">14712274</pub-id></citation></ref>
<ref id="B65">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tian</surname> <given-names>S.</given-names></name> <name><surname>Lu</surname> <given-names>S.</given-names></name> <name><surname>Hua</surname> <given-names>J.</given-names></name> <name><surname>Chang</surname> <given-names>J.</given-names></name> <name><surname>Li</surname> <given-names>J.</given-names></name> <name><surname>Zhang</surname> <given-names>Z.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Integrating habitat suitability modelling and assessment of the conservation gaps of nature reserves for the threatened Reeves&#x00027;s Pheasant</article-title>. <source>Bird Conserv. Int.</source> <volume>32</volume>, <fpage>384</fpage>&#x02013;<lpage>397</lpage>. <pub-id pub-id-type="doi">10.1017/S095927092100023X</pub-id></citation>
</ref>
<ref id="B66">
<citation citation-type="web"><person-group person-group-type="author"><collab>UNEP-WCMC IUCN</collab></person-group> (<year>2022</year>) <source>Protected Planet: The World Database on Protected Areas (WDPA) and World Database on Other Effective Area-based Conservation Measures (WD-OECM), July 2022, Cambridge, UK: UNEP-WCMC and IUCN</source>. Available online at: <ext-link ext-link-type="uri" xlink:href="http://www.protectedplanet.net">www.protectedplanet.net</ext-link> (accessed July, 2022).</citation>
</ref>
<ref id="B67">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Venter</surname> <given-names>O.</given-names></name> <name><surname>Sanderson</surname> <given-names>E. W.</given-names></name> <name><surname>Magrach</surname> <given-names>A.</given-names></name> <name><surname>Allan</surname> <given-names>J. R.</given-names></name> <name><surname>Beher</surname> <given-names>J.</given-names></name> <name><surname>Jones</surname> <given-names>K. R.</given-names></name> <etal/></person-group>. (<year>2016a</year>). <article-title>Sixteen years of change in the global terrestrial human footprint and implications for biodiversity conservation</article-title>. <source>Nat. Commun.</source> <volume>7</volume>, <fpage>12558</fpage>. <pub-id pub-id-type="doi">10.1038/ncomms12558</pub-id><pub-id pub-id-type="pmid">27552116</pub-id></citation></ref>
<ref id="B68">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Venter</surname> <given-names>O.</given-names></name> <name><surname>Sanderson</surname> <given-names>E. W.</given-names></name> <name><surname>Magrach</surname> <given-names>A.</given-names></name> <name><surname>Allan</surname> <given-names>J. R.</given-names></name> <name><surname>Beher</surname> <given-names>J.</given-names></name> <name><surname>Jones</surname> <given-names>K. R.</given-names></name> <etal/></person-group>. (<year>2016b</year>). <article-title>Global terrestrial Human Footprint maps for 1993 and 2009</article-title>. <source>Sci. Data</source> <volume>3</volume>, <fpage>160067</fpage>. <pub-id pub-id-type="doi">10.1038/sdata.2016.67</pub-id><pub-id pub-id-type="pmid">27552448</pub-id></citation></ref>
<ref id="B69">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vignali</surname> <given-names>S.</given-names></name> <name><surname>L&#x000F6;rcher</surname> <given-names>F.</given-names></name> <name><surname>Hegglin</surname> <given-names>D.</given-names></name> <name><surname>Arlettaz</surname> <given-names>R.</given-names></name> <name><surname>Braunisch</surname> <given-names>V.</given-names></name></person-group> (<year>2021</year>). <article-title>Modelling the habitat selection of the bearded vulture to predict areas of potential conflict with wind energy development in the Swiss Alps</article-title>. <source>Glob. Ecol. Conserv</source>. 25, e01405. <pub-id pub-id-type="doi">10.1016/j.gecco.2020.e01405</pub-id></citation>
</ref>
<ref id="B70">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>D.</given-names></name> <name><surname>Shi</surname> <given-names>C.</given-names></name> <name><surname>Alamgir</surname> <given-names>K.</given-names></name> <name><surname>Kwon</surname> <given-names>S.</given-names></name> <name><surname>Pan</surname> <given-names>L.</given-names></name> <name><surname>Zhu</surname> <given-names>Y.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Global assessment of the distribution and conservation status of a key medicinal plant (<italic>Artemisia annua</italic> L.): the roles of climate and anthropogenic activities</article-title>. <source>Sci. Total Environ.</source> <volume>821</volume>, <fpage>153378</fpage>. <pub-id pub-id-type="doi">10.1016/j.scitotenv.2022.153378</pub-id><pub-id pub-id-type="pmid">35085641</pub-id></citation></ref>
<ref id="B71">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Watson</surname> <given-names>J. E. M.</given-names></name> <name><surname>Dudley</surname> <given-names>N.</given-names></name> <name><surname>Segan</surname> <given-names>D. B.</given-names></name> <name><surname>Hockings</surname> <given-names>M.</given-names></name></person-group> (<year>2014</year>). <article-title>The performance and potential of protected areas</article-title>. <source>Nature</source> <volume>515</volume>, <fpage>67</fpage>&#x02013;<lpage>73</lpage>. <pub-id pub-id-type="doi">10.1038/nature13947</pub-id><pub-id pub-id-type="pmid">25373676</pub-id></citation></ref>
<ref id="B72">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>W. B.</given-names></name> <name><surname>Svenning</surname> <given-names>J. C.</given-names></name> <name><surname>Chen</surname> <given-names>G. K.</given-names></name> <name><surname>Zhang</surname> <given-names>M. G.</given-names></name> <name><surname>Huang</surname> <given-names>J. H.</given-names></name> <name><surname>Cheng</surname> <given-names>B.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Human activities have opposing effects on distributions of narrow-ranged and widespread plant species in China</article-title>. <source>Proc. Natl. Acad. Sci. U.S.A.</source> <volume>116</volume>, <fpage>26674</fpage>&#x02013;<lpage>26681</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1911851116</pub-id><pub-id pub-id-type="pmid">31843905</pub-id></citation></ref>
<ref id="B73">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname> <given-names>B. R.</given-names></name> <name><surname>Verhoeven</surname> <given-names>M. A.</given-names></name> <name><surname>Velasco</surname> <given-names>N.</given-names></name> <name><surname>Sanchez-Aguilar</surname> <given-names>L.</given-names></name> <name><surname>Zhang</surname> <given-names>Z.</given-names></name> <name><surname>Piersma</surname> <given-names>T.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Current breeding distributions and predicted range shifts under climate change in two subspecies of Black-tailed Godwits in Asia</article-title>. <source>Glob. Change Biol.</source> <volume>28</volume>, <fpage>5416</fpage>&#x02013;<lpage>5426</lpage>. <pub-id pub-id-type="doi">10.1111/gcb.16308</pub-id><pub-id pub-id-type="pmid">35716047</pub-id></citation></ref>
<ref id="B74">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zurell</surname> <given-names>D.</given-names></name> <name><surname>Franklin</surname> <given-names>J.</given-names></name> <name><surname>K&#x000F6;nig</surname> <given-names>C.</given-names></name> <name><surname>Bouchet</surname> <given-names>P. J.</given-names></name> <name><surname>Dormann</surname> <given-names>C. F.</given-names></name> <name><surname>Elith</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>A standard protocol for reporting species distribution models</article-title>. <source>Ecography</source> <volume>43</volume>, <fpage>1261</fpage>&#x02013;<lpage>1277</lpage>. <pub-id pub-id-type="doi">10.1111/ecog.04960</pub-id></citation>
</ref>
</ref-list> 
</back>
</article> 