1. Evaluating expert-based habitat suitability information of terrestrial mammals with GPS-tracking data
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Maarten J. E. Broekman, Jelle P. Hilbers, Mark A. J. Huijbregts, Thomas Mueller, Abdullahi H. Ali, Henrik Andrén, Jeanne Altmann, Malin Aronsson, Nina Attias, Hattie L. A. Bartlam‐Brooks, Floris M. van Beest, Jerrold L. Belant, Dean E. Beyer, Laura Bidner, Niels Blaum, Randall B. Boone, Mark S. Boyce, Michael B. Brown, Francesca Cagnacci, Rok Černe, Simon Chamaillé‐Jammes, Nandintsetseg Dejid, Jasja Dekker, Arnaud L. J. Desbiez, Samuel L. Díaz‐Muñoz, Julian Fennessy, Claudia Fichtel, Christina Fischer, Jason T. Fisher, Ilya Fischhoff, Adam T. Ford, John M. Fryxell, Benedikt Gehr, Jacob R. Goheen, Morgan Hauptfleisch, A. J. Mark Hewison, Robert Hering, Marco Heurich, Lynne A. Isbell, René Janssen, Florian Jeltsch, Petra Kaczensky, Peter M. Kappeler, Miha Krofel, Scott LaPoint, A. David M. Latham, John D. C. Linnell, A. Catherine Markham, Jenny Mattisson, Emilia Patricia Medici, Guilherme de Miranda Mourão, Bram Van Moorter, Ronaldo G. Morato, Nicolas Morellet, Atle Mysterud, Stephen Mwiu, John Odden, Kirk A. Olson, Aivars Ornicāns, Nives Pagon, Manuela Panzacchi, Jens Persson, Tyler Petroelje, Christer Moe Rolandsen, David Roshier, Daniel I. Rubenstein, Sonia Saïd, Albert R. Salemgareyev, Hall Sawyer, Niels Martin Schmidt, Nuria Selva, Agnieszka Sergiel, Jared Stabach, Jenna Stacy‐Dawes, Frances E. C. Stewart, Jonas Stiegler, Olav Strand, Siva Sundaresan, Nathan J. Svoboda, Wiebke Ullmann, Ulrich Voigt, Jake Wall, Martin Wikelski, Christopher C. Wilmers, Filip Zięba, Tomasz Zwijacz‐Kozica, Aafke M. Schipper, Marlee A. Tucker, MAARTEN J. E. BROEKMAN, Radboud University, JELLE P. HILBERS, Radboud University, MARK A. J. HUIJBREGTS, Radboud University, THOMAS MUELLER, Radboud University, ABDULLAHI H. ALI, Hirola Conservation Programme, Garissa, HENRIK ANDRÉN, Swedish University of Agricultural Sciences, JEANNE ALTMANN, Princeton University, MALIN ARONSSON, Swedish University of Agricultural Sciences, NINA ATTIAS, Federal University of Mato Grosso do Sul, HATTIE L. A. BARTLAM-BROOKS, Royal Veterinary College, London, FLORIS M. VAN BEEST, Aarhus University, Roskilde, JERROLD L. BELANT, State University of New York College of Environmental Science and Forestry, DEAN E. BEYER, Michigan State University, LAURA BIDNER, University of California, NIELS BLAUM, University of Potsdam, RANDALL B. BOONE, Colorado State University, MARK S. BOYCE, University of Alberta, MICHAEL B. BROWN, Giraffe Conservation Foundation, Eros, FRANCESCA CAGNACCI, Research and Innovation Centre, ROK CERNE, Slovenia Forest Service, Ljubljana, SIMON CHAMAILLÉ-JAMMES, Univ Paul Valéry Montpellier, NANDINTSETSEG DEJID, Senckenberg Gesellschaft für Naturforschung, JASJA DEKKER, Bionet Natuuronderzoek, ARNAUD L. J. DESBIEZ, Instituto de Conservação de Animais Silvestres (ICAS), SAMUEL L. DÍAZ-MUÑOZ, University of California, JULIAN FENNESSY, Giraffe Conservation Foundation, CLAUDIA FICHTEL, Behavioral Ecology and Sociobiology Unit, Göttingen, CHRISTINA FISCHER, Anhalt University of Applied Sciences, JASON T. FISHER, University of Victoria, ILYA FISCHHOFF, Cary Institute of Ecosystem Studies, Millbrook, ADAM T. FORD, University of British Columbia, JOHN M. FRYXELL, University of Guelph, Guelph, BENEDIKT GEHR, University of Zurich, JACOB R. GOHEEN, University of Wyoming, MORGAN HAUPTFLEISCH, Namibia University of Science and Technology, A. J. MARK HEWISON, Université de Toulouse, ROBERT HERING, University of Potsdam, MARCO HEURICH, Bavarian Forest National Park, LYNNE A. ISBELL, University of California, RENÉ JANSSEN, Bionet Natuuronderzoek, FLORIAN JELTSCH, University of Potsdam, PETRA KACZENSKY, Inland Norway University of Applied Sciences, PETER M. KAPPELER, Behavioral Ecology and Sociobiology Unit, MIHA KROFEL, Biotechnical Faculty, University of Ljubljana, SCOTT LAPOINT, Black Rock Forest, Cornwall, A. DAVID M. LATHAM, University of Alberta, JOHN D. C. LINNELL, Inland Norway University of Applied Sciences, A. CATHERINE MARKHAM, Stony Brook University, JENNY MATTISSON, Norwegian Institute for Nature Research, EMILIA PATRICIA MEDICI, Instituto de Pesquisas Ecológicas, GUILHERME DE MIRANDA MOURAO, CPAP, BRAM VAN MOORTER, Norwegian Institute for Nature Research, RONALDO G. MORATO, Chico Mendes Institute for the Conservation of Biodiversity, NICOLAS MORELLET, Université de Toulouse, ATLE MYSTERUD, Chico Mendes Institute for the Conservation of Biodiversity, STEPHEN MWIU, Wildlife Research and Training Institute, JOHN ODDEN, Norwegian Institute for Nature Research, KIRK A. OLSON, Wildlife Conservation Society, AIVARS ORNICANS, Latvian State Forest Research Institute, NIVES PAGON, Slovenia Forest Service, MANUELA PANZACCHI, Norwegian Institute for Nature Research, TYLER PETROELJE, State University of New York College of Environmental Science and Forestry, CHRISTER MOE ROLANDSEN, Norwegian Institute for Nature Research, DAVID ROSHIER, Australian Wildlife Conservancy, DANIEL I. RUBENSTEIN, Princeton University, SONIA SAÏD, Office Français de la Biodiversité, ALBERT R. SALEMGAREYEV, Association for the Conservation of Biodiversity of Kazakhstan (ACBK), HALL SAWYER, Western Ecosystems Technology Inc., NIELS MARTIN SCHMIDT, Aarhus University, NURIA SELVA, Institute of Nature Conservation Polish Academy of Sciences, AGNIESZKA SERGIEL, Institute of Nature Conservation Polish Academy of Sciences, JARED STABACH, Smithsonian National Zoo and Conservation Biology Institute, JENNA STACY-DAWES, Conservation Science and Wildlife Health, FRANCES E. C. STEWART, University of Victoria, JONAS STIEGLER, University of Potsdam, OLAV STRAND, Norwegian Institute for Nature Research, SIVA SUNDARESAN, Greater Yellowstone Coalition, NATHAN J. SVOBODA, Mississippi State University, WIEBKE ULLMANN, University of Potsdam, ULRICH VOIGT, University of Veterinary Medicine Hannover Foundation, JAKE WALL, Mara Elephant Project, MARTIN WIKELSKI, Max Planck Institute of Animal Behavior, CHRISTOPHER C. WILMERS, University of California, FILIP ZIEBA, Tatra National Park, Zakopane, TOMASZ ZWIJACZ-KOZICA, Tatra National Park, Zakopane, AAFKE M. SCHIPPER, Radboud University, MARLEE A. TUCKER, Radboud University., Radboud University [Nijmegen], Senckenberg Biodiversity and Climate Research Centre (SBiK-F), Goethe-Universität Frankfurt am Main-Senckenberg – Leibniz Institution for Biodiversity and Earth System Research - Senckenberg Gesellschaft für Naturforschung, Leibniz Association-Leibniz Association, Hirola Conservation Programme, Swedish University of Agricultural Sciences (SLU), Princeton University, Instituto de Conservação de Animais Silvestres, Royal Veterinary College [London], University of London [London], Aarhus University [Aarhus], State University of New York (SUNY), Michigan State University [East Lansing], Michigan State University System, University of California [Davis] (UC Davis), University of California (UC), University of Potsdam = Universität Potsdam, Colorado State University [Fort Collins] (CSU), University of Alberta, Giraffe Conservation Foundation, Fondazione Edmund Mach - Edmund Mach Foundation [Italie] (FEM), SLOVENIA FOREST SERVICE SVN, Partenaires IRSTEA, Institut national de recherche en sciences et technologies pour l'environnement et l'agriculture (IRSTEA)-Institut national de recherche en sciences et technologies pour l'environnement et l'agriculture (IRSTEA), Centre d’Ecologie Fonctionnelle et Evolutive (CEFE), Université Paul-Valéry - Montpellier 3 (UPVM)-École Pratique des Hautes Études (EPHE), Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD [France-Sud])-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)-Institut Agro Montpellier, Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement (Institut Agro)-Université de Montpellier (UM), Senckenberg – Leibniz Institution for Biodiversity and Earth System Research - Senckenberg Gesellschaft für Naturforschung, Leibniz Association, German Primate Center - Deutsches Primatenzentrum -- Leibniz Insitute for Primate Research -- [Göttingen, Allemagne] (GPC - DPZ), Anhalt University of Applied Sciences, University of Victoria [Canada] (UVIC), Cary Institute of Ecosystem Studies, University of British Columbia (UBC), University of Guelph, Universität Zürich [Zürich] = University of Zurich (UZH), University of Wyoming (UW), Namibia University of Science and Technology (NUST), Unité de recherche Comportement et Ecologie de la Faune Sauvage (CEFS), Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), University of Freiburg [Freiburg], Inland Norway University of Applied Sciences - Høgskolen i Innlandet, Bionet Natuuronderzoek, Norwegian Institute for Nature Research (NINA), University of Veterinary Medicine [Vienna] (Vetmeduni), University of Ljubljana, Columbia University [New York], Stony Brook University [SUNY] (SBU), Instituto de Pesquisas Ecológicas (IPÊ), Instituto de Pesquisas Ecológicas, National Research Center for Carnivores Conservation, University of Oslo (UiO), Wildlife Research and Training Institute, Wildlife Conservation Society [Mongolia], Latvian State Forest Research Institute 'Silava', Australian Wildlife Conservancy, Office français de la biodiversité (OFB), Association for the Conservation of Biodiversity of Kazakhstan, Western Ecosystems Technology Inc., Polish Academy of Sciences (PAN), Smithsonian National Zoo and Conservation Biology Institute, San Diego Zoo Wildlife Alliance, Wilfrid Laurier University (WLU), Greater Yellowstone Coalition, Mississippi State University [Mississippi], University of Veterinary Medicine [Hannover], Mara Elephant Project, Max Planck Institute of Animal Behavior, University of California [Santa Cruz] (UC Santa Cruz), Tatra National Park, Partenaires INRAE, ANR-16-CE02-0001,LANDTHIRST,Les paysages de la soif: changement climatique et ajustements comportementaux face au manque d'eau(2016), and ANR-16-CE02-0010,Mov-It,Le mouvement des ongulés au sein de paysages hétérogènes: identification des processus comportementaux reliant les changements globaux aux performances démographiques et à la gestion spatialement explicite(2016)
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SELECTION ,[SDV]Life Sciences [q-bio] ,GPS ,VDP::Zoologiske og botaniske fag: 480 ,RANGING BEHAVIOR ,telemetrija ,Physical Geography and Environmental Geoscience ,sesalci ,IUCN ,Telemetry ,habitatni tip ,Mammals ,Global and Planetary Change ,Ecology ,telemetry ,THREAT ,telemetry expert opinion ,EXTINCTION RISK ,expert opinion ,CAPTURE ,Comportamento Animal ,Habitat use ,Expert opinion ,Habitat suitability ,[SDE]Environmental Sciences ,selitev ,movement ,Animal behavior ,LAND ,habitat suitability ,Movement ,selection ratio ,raba prostora ,ROE DEER ,ddc:570 ,Settore BIO/07 - ECOLOGIA ,habitat type ,udc:630*15 ,mammals ,Ecology, Evolution, Behavior and Systematics ,AVAILABILITY ,Expert opinion, GPS, habitat suitability, habitat type, habitat use, IUCN, mammals, movement, selection ratio, telemetry ,habitat use ,primernost habitata ,Climate Action ,Ecological Applications ,strokovno mnenje ,PATTERNS ,VDP::Zoology and botany: 480 ,Environmental Sciences ,FUNCTIONAL-RESPONSES - Abstract
Aim: Macroecological studies that require habitat suitability data for many species often derive this information from expert opinion. However, expert- based informa-tion is inherently subjective and thus prone to errors. The increasing availability of GPS tracking data offers opportunities to evaluate and supplement expert- based in-formation with detailed empirical evidence. Here, we compared expert- based habitat suitability information from the International Union for Conservation of Nature (IUCN) with habitat suitability information derived from GPS-tracking data of 1,498 individu-als from 49 mammal species.Location: Worldwide.Time period: 1998–2021.Major taxa studied: Forty- nine terrestrial mammal species.Methods: Using GPS data, we estimated two measures of habitat suitability for each individual animal: proportional habitat use (proportion of GPS locations within a habi-tat type), and selection ratio (habitat use relative to its availability). For each individual we then evaluated whether the GPS- based habitat suitability measures were in agree-ment with the IUCN data. To that end, we calculated the probability that the ranking of empirical habitat suitability measures was in agreement with IUCN's classification into suitable, marginal and unsuitable habitat types.Results: IUCN habitat suitability data were in accordance with the GPS data (> 95% probability of agreement) for 33 out of 49 species based on proportional habitat use estimates and for 25 out of 49 species based on selection ratios. In addition, 37 and 34 species had a > 50% probability of agreement based on proportional habitat use and selection ratios, respectively.Main conclusions: We show how GPS-tracking data can be used to evaluate IUCN habitat suitability data. Our findings indicate that for the majority of species in-cluded in this study, it is appropriate to use IUCN habitat suitability data in macro-ecological studies. Furthermore, we show that GPS-tracking data can be used to identify and prioritize species and habitat types for re-evaluation of IUCN habitat suitability data. expert opinion, GPS, habitat suitability, habitat type, habitat use, IUCN, mammals, movement, selection ratio, telemetry
- Published
- 2022