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Burton AC, Beirne C, Gaynor KM, Sun C, Granados A, Allen ML, Alston JM, Alvarenga GC, Calderón FSÁ, Amir Z, Anhalt-Depies C, Appel C, Arroyo-Arce S, Balme G, Bar-Massada A, Barcelos D, Barr E, Barthelmess EL, Baruzzi C, Basak SM, Beenaerts N, Belmaker J, Belova O, Bezarević B, Bird T, Bogan DA, Bogdanović N, Boyce A, Boyce M, Brandt L, Brodie JF, Brooke J, Bubnicki JW, Cagnacci F, Carr BS, Carvalho J, Casaer J, Černe R, Chen R, Chow E, Churski M, Cincotta C, Ćirović D, Coates TD, Compton J, Coon C, Cove MV, Crupi AP, Farra SD, Darracq AK, Davis M, Dawe K, De Waele V, Descalzo E, Diserens TA, Drimaj J, Duľa M, Ellis-Felege S, Ellison C, Ertürk A, Fantle-Lepczyk J, Favreau J, Fennell M, Ferreras P, Ferretti F, Fiderer C, Finnegan L, Fisher JT, Fisher-Reid MC, Flaherty EA, Fležar U, Flousek J, Foca JM, Ford A, Franzetti B, Frey S, Fritts S, Frýbová Š, Furnas B, Gerber B, Geyle HM, Giménez DG, Giordano AJ, Gomercic T, Gompper ME, Gräbin DM, Gray M, Green A, Hagen R, Hagen RB, Hammerich S, Hanekom C, Hansen C, Hasstedt S, Hebblewhite M, Heurich M, Hofmeester TR, Hubbard T, Jachowski D, Jansen PA, Jaspers KJ, Jensen A, Jordan M, Kaizer MC, Kelly MJ, Kohl MT, Kramer-Schadt S, Krofel M, Krug A, Kuhn KM, Kuijper DPJ, Kuprewicz EK, Kusak J, Kutal M, Lafferty DJR, LaRose S, Lashley M, Lathrop R, Lee TE, Lepczyk C, Lesmeister DB, Licoppe A, Linnell M, Loch J, Long R, Lonsinger RC, Louvrier J, Luskin MS, MacKay P, Maher S, Manet B, Mann GKH, Marshall AJ, Mason D, McDonald Z, McKay T, McShea WJ, Mechler M, Miaud C, Millspaugh JJ, Monteza-Moreno CM, Moreira-Arce D, Mullen K, Nagy C, Naidoo R, Namir I, Nelson C, O'Neill B, O'Mara MT, Oberosler V, Osorio C, Ossi F, Palencia P, Pearson K, Pedrotti L, Pekins CE, Pendergast M, Pinho FF, Plhal R, Pocasangre-Orellana X, Price M, Procko M, Proctor MD, Ramalho EE, Ranc N, Reljic S, Remine K, Rentz M, Revord R, Reyna-Hurtado R, Risch D, Ritchie EG, Romero A, Rota C, Rovero F, Rowe H, Rutz C, Salvatori M, Sandow D, Schalk CM, Scherger J, Schipper J, Scognamillo DG, Şekercioğlu ÇH, Semenzato P, Sevin J, Shamon H, Shier C, Silva-Rodríguez EA, Sindicic M, Smyth LK, Soyumert A, Sprague T, St Clair CC, Stenglein J, Stephens PA, Stępniak KM, Stevens M, Stevenson C, Ternyik B, Thomson I, Torres RT, Tremblay J, Urrutia T, Vacher JP, Visscher D, Webb SL, Weber J, Weiss KCB, Whipple LS, Whittier CA, Whittington J, Wierzbowska I, Wikelski M, Williamson J, Wilmers CC, Windle T, Wittmer HU, Zharikov Y, Zorn A, Kays R. Mammal responses to global changes in human activity vary by trophic group and landscape. Nat Ecol Evol 2024:10.1038/s41559-024-02363-2. [PMID: 38499871 DOI: 10.1038/s41559-024-02363-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Accepted: 02/09/2024] [Indexed: 03/20/2024]
Abstract
Wildlife must adapt to human presence to survive in the Anthropocene, so it is critical to understand species responses to humans in different contexts. We used camera trapping as a lens to view mammal responses to changes in human activity during the COVID-19 pandemic. Across 163 species sampled in 102 projects around the world, changes in the amount and timing of animal activity varied widely. Under higher human activity, mammals were less active in undeveloped areas but unexpectedly more active in developed areas while exhibiting greater nocturnality. Carnivores were most sensitive, showing the strongest decreases in activity and greatest increases in nocturnality. Wildlife managers must consider how habituation and uneven sensitivity across species may cause fundamental differences in human-wildlife interactions along gradients of human influence.
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Affiliation(s)
- A Cole Burton
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada.
- Biodiversity Research Centre, University of British Columbia, Vancouver, British Columbia, Canada.
| | - Christopher Beirne
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada
| | - Kaitlyn M Gaynor
- Biodiversity Research Centre, University of British Columbia, Vancouver, British Columbia, Canada
- Departments of Zoology and Botany, University of British Columbia, Vancouver, British Columbia, Canada
- National Center for Ecological Analysis and Synthesis, Santa Barbara, CA, USA
| | - Catherine Sun
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada
| | - Alys Granados
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada
| | - Maximilian L Allen
- Illinois Natural History Survey, Prairie Research Institute, University of Illinois, Champaign, IL, USA
| | - Jesse M Alston
- School of Natural Resources and the Environment, University of Arizona, Tucson, AZ, USA
| | | | | | - Zachary Amir
- School of Biological Sciences, University of Queensland, Brisbane, Queensland, Australia
| | | | - Cara Appel
- College of Agricultural Sciences, Oregon State University, Corvallis, OR, USA
| | | | | | - Avi Bar-Massada
- Department of Biology and Environment, University of Haifa at Oranim, Kiryat Tivon, Israel
| | | | - Evan Barr
- Watershed Studies Institute, Murray State University, Murray, KY, USA
| | | | - Carolina Baruzzi
- School of Forest, Fisheries and Geomatics Sciences, University of Florida, Gainesville, FL, USA
| | - Sayantani M Basak
- Institute of Environmental Sciences, Faculty of Biology, Jagiellonian University, Kraków, Poland
| | - Natalie Beenaerts
- Centre for Environmental Sciences, Hasselt University, Hasselt, Belgium
| | - Jonathan Belmaker
- School of Zoology, Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Olgirda Belova
- Institute of Forestry, Lithuanian Research Centre for Agriculture and Forestry, Kėdainių, Lithuania
| | | | | | | | - Neda Bogdanović
- Faculty of Biology, University of Belgrade, Belgrade, Serbia
| | - Andy Boyce
- Smithsonian's National Zoo and Conservation Biology Institute, Washington, DC, USA
| | - Mark Boyce
- Department of Biological Sciences, University of Alberta, Edmonton, Alberta, Canada
| | | | - Jedediah F Brodie
- Division of Biological Sciences & Wildlife Biology Program, University of Montana, Missoula, MT, USA
- Institute of Biodiversity and Environmental Conservation, Universiti Malaysia Sarawak, Kota Samarahan, Malaysia
| | | | - Jakub W Bubnicki
- Mammal Research Institute, Polish Academy of Sciences, Białowieża, Poland
| | - Francesca Cagnacci
- Animal Ecology Unit, Research and Innovation Centre, Fondazione Edmund Mach, Trento, Italy
- National Biodiversity Future Center (NBFC), Palermo, Italy
| | - Benjamin Scott Carr
- Warnell School of Forestry and Natural Resources, University of Georgia, Athens, GA, USA
| | - João Carvalho
- Department of Biology and Centre for Environmental and Marine Studies, University of Aveiro, Aveiro, Portugal
| | - Jim Casaer
- Research Institute for Nature and Forest, Brussels, Belgium
| | - Rok Černe
- Slovenia Forest Service, Ljubljana, Slovenia
| | - Ron Chen
- Hamaarag, Steinhardt Museum of Natural History, Tel Aviv University, Tel Aviv, Israel
| | - Emily Chow
- British Columbia Ministry of Forests, Cranbrook, British Columbia, Canada
| | - Marcin Churski
- Mammal Research Institute, Polish Academy of Sciences, Białowieża, Poland
| | | | - Duško Ćirović
- Faculty of Biology, University of Belgrade, Belgrade, Serbia
| | - T D Coates
- Royal Botanic Gardens Victoria, Melbourne, Victoria, Australia
| | | | | | - Michael V Cove
- North Carolina Museum of Natural Sciences, Raleigh, NC, USA
| | | | - Simone Dal Farra
- Animal Ecology Unit, Research and Innovation Centre, Fondazione Edmund Mach, Trento, Italy
| | - Andrea K Darracq
- Watershed Studies Institute, Murray State University, Murray, KY, USA
| | | | - Kimberly Dawe
- Quest University Canada, Squamish, British Columbia, Canada
| | | | - Esther Descalzo
- Instituto de Investigación en Recursos Cinegéticos, Ciudad Real, Spain
| | - Tom A Diserens
- Mammal Research Institute, Polish Academy of Sciences, Białowieża, Poland
- Faculty of Biology, University of Warsaw, Warsaw, Poland
| | - Jakub Drimaj
- Faculty of Forestry and Wood Technology, Mendel University in Brno, Brno, Czech Republic
| | - Martin Duľa
- Faculty of Forestry and Wood Technology, Mendel University in Brno, Brno, Czech Republic
- Friends of the Earth Czech Republic, Carnivore Conservation Programme, Olomouc, Czech Republic
| | | | | | - Alper Ertürk
- Hunting and Wildlife Program, Kastamonu University, Kastamonu, Turkey
| | - Jean Fantle-Lepczyk
- College of Forestry, Wildlife and Environment, Auburn University, Auburn, AL, USA
| | | | - Mitch Fennell
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada
| | - Pablo Ferreras
- Instituto de Investigación en Recursos Cinegéticos, Ciudad Real, Spain
| | - Francesco Ferretti
- National Biodiversity Future Center (NBFC), Palermo, Italy
- Department of Life Sciences, University of Siena, Siena, Italy
| | - Christian Fiderer
- Bavarian Forest National Park, Grafenau, Germany
- University of Freiburg, Breisgau, Germany
| | | | - Jason T Fisher
- University of Victoria, Victoria, British Columbia, Canada
| | | | | | - Urša Fležar
- Slovenia Forest Service, Ljubljana, Slovenia
- Biotechnical Faculty, University of Ljubljana, Ljubljana, Slovenia
| | - Jiří Flousek
- Krkonoše Mountains National Park, Vrchlabí, Czech Republic
| | - Jennifer M Foca
- Department of Biological Sciences, University of Alberta, Edmonton, Alberta, Canada
| | - Adam Ford
- Department of Biology, University of British Columbia, Kelowna, British Columbia, Canada
| | - Barbara Franzetti
- Italian Institute for Environmental Protection and Research, Rome, Italy
| | - Sandra Frey
- University of Victoria, Victoria, British Columbia, Canada
| | | | - Šárka Frýbová
- Department of Botany and Zoology, Faculty of Science, Masaryk University, Brno, Czech Republic
| | - Brett Furnas
- California Department of Fish and Wildlife, Sacramento, CA, USA
| | | | - Hayley M Geyle
- Research Institute for the Environment and Livelihoods, Charles Darwin University, Darwin, Northern Territory, Australia
| | - Diego G Giménez
- Society for the Preservation of Endangered Carnivores and their International Ecological Study (S.P.E.C.I.E.S.), Ventura, CA, USA
| | - Anthony J Giordano
- Society for the Preservation of Endangered Carnivores and their International Ecological Study (S.P.E.C.I.E.S.), Ventura, CA, USA
| | - Tomislav Gomercic
- Faculty of Veterinary Medicine, University of Zagreb, Zagreb, Croatia
| | | | | | | | | | - Robert Hagen
- Agricultural Center for Cattle, Grassland, Dairy, Game and Fisheries of Baden-Württemberg, Aulendorf, Germany
- Leibniz Institute for Zoo and Wildlife Research, Berlin, Germany
| | | | | | | | | | | | - Mark Hebblewhite
- Division of Biological Sciences & Wildlife Biology Program, University of Montana, Missoula, MT, USA
| | - Marco Heurich
- Bavarian Forest National Park, Grafenau, Germany
- University of Freiburg, Breisgau, Germany
- Inland Norway University, Hamar, Norway
| | - Tim R Hofmeester
- Department of Wildlife, Fish and Environmental Studies, Swedish University of Agricultural Sciences, Umeå, Sweden
| | - Tru Hubbard
- Northern Michigan University, Marquette, MI, USA
| | | | - Patrick A Jansen
- Smithsonian Tropical Research Institute, Balboa, Republic of Panama
- Department of Environmental Sciences, Wageningen University and Research, Wageningen, the Netherlands
| | | | | | | | | | | | - Michel T Kohl
- Warnell School of Forestry and Natural Resources, University of Georgia, Athens, GA, USA
| | - Stephanie Kramer-Schadt
- Leibniz Institute for Zoo and Wildlife Research, Berlin, Germany
- Institute of Ecology, Technische Universität Berlin, Berlin, Germany
| | - Miha Krofel
- Biotechnical Faculty, University of Ljubljana, Ljubljana, Slovenia
| | | | | | - Dries P J Kuijper
- Mammal Research Institute, Polish Academy of Sciences, Białowieża, Poland
| | | | - Josip Kusak
- Faculty of Veterinary Medicine, University of Zagreb, Zagreb, Croatia
| | - Miroslav Kutal
- Faculty of Forestry and Wood Technology, Mendel University in Brno, Brno, Czech Republic
- Friends of the Earth Czech Republic, Carnivore Conservation Programme, Olomouc, Czech Republic
| | | | | | - Marcus Lashley
- Department of Wildlife Ecology and Conservation, University of Florida, Gainesville, FL, USA
| | | | | | - Christopher Lepczyk
- College of Forestry, Wildlife and Environment, Auburn University, Auburn, AL, USA
| | - Damon B Lesmeister
- United States Department of Agriculture Forest Service, Pacific Northwest Research Station, Corvallis, OR, USA
| | | | - Marco Linnell
- United States Department of Agriculture Forest Service, Pacific Northwest Research Station, Corvallis, OR, USA
| | - Jan Loch
- Scientific Laboratory of Gorce National Park, Niedźwiedź, Poland
| | | | | | - Julie Louvrier
- Leibniz Institute for Zoo and Wildlife Research, Berlin, Germany
| | - Matthew Scott Luskin
- School of Biological Sciences, University of Queensland, Brisbane, Queensland, Australia
| | | | - Sean Maher
- Missouri State University, Springfield, MO, USA
| | | | | | | | - David Mason
- Department of Wildlife Ecology and Conservation, University of Florida, Gainesville, FL, USA
| | | | | | - William J McShea
- Smithsonian's National Zoo and Conservation Biology Institute, Washington, DC, USA
| | | | - Claude Miaud
- CEFE, Univ Montpellier, CNRS, EPHE-PSL University, IRD, Montpellier, France
| | | | | | - Dario Moreira-Arce
- Universidad de Santiago de Chile (USACH) and Institute of Ecology and Biodiversity (IEB), Santiago, Chile
| | | | | | | | - Itai Namir
- School of Zoology, Faculty of Life Sciences, Tel Aviv University, Tel Aviv, Israel
| | - Carrie Nelson
- Effigy Mounds National Monument, Harper's Ferry, WV, USA
| | - Brian O'Neill
- University of Wisconsin-Whitewater, Whitewater, WI, USA
| | | | | | | | - Federico Ossi
- Animal Ecology Unit, Research and Innovation Centre, Fondazione Edmund Mach, Trento, Italy
- National Biodiversity Future Center (NBFC), Palermo, Italy
| | - Pablo Palencia
- University of Castilla-La Mancha Instituto de Investigación en Recursos Cinegéticos, Ciudad Real, Spain
- Department of Veterinary Sciences, University of Torino, Turin, Italy
| | - Kimberly Pearson
- Parks Canada-Waterton Lakes National Park, Waterton Park, Alberta, Canada
| | | | | | | | | | - Radim Plhal
- Faculty of Forestry and Wood Technology, Mendel University in Brno, Brno, Czech Republic
| | | | | | - Michael Procko
- Department of Forest Resources Management, University of British Columbia, Vancouver, British Columbia, Canada
| | | | | | - Nathan Ranc
- Animal Ecology Unit, Research and Innovation Centre, Fondazione Edmund Mach, Trento, Italy
- Université de Toulouse, INRAE, CEFS, Castanet-Tolosan, France
| | - Slaven Reljic
- Faculty of Veterinary Medicine, University of Zagreb, Zagreb, Croatia
| | | | | | | | | | - Derek Risch
- University of Hawai'i at Manoa, Honolulu, HI, USA
| | - Euan G Ritchie
- Centre for Integrative Ecology, School of Life and Environmental Sciences, Deakin University, Melbourne, Victoria, Australia
| | - Andrea Romero
- University of Wisconsin-Whitewater, Whitewater, WI, USA
| | | | - Francesco Rovero
- Museo delle Scienze (MUSE), Trento, Italy
- Department of Biology, University of Florence, Florence, Italy
| | - Helen Rowe
- McDowell Sonoran Conservancy, Scottsdale, AZ, USA
- Northern Arizona University, Flagstaff, AZ, USA
| | - Christian Rutz
- Centre for Biological Diversity, School of Biology, University of St Andrews, St Andrews, UK
| | - Marco Salvatori
- Museo delle Scienze (MUSE), Trento, Italy
- Department of Biology, University of Florence, Florence, Italy
| | - Derek Sandow
- Northern and Yorke Landscape Board, Clare, South Australia, Australia
| | - Christopher M Schalk
- United States Department of Agriculture Forest Service, Southern Research Station, Nacogdoches, TX, USA
| | - Jenna Scherger
- Department of Biology, University of British Columbia, Kelowna, British Columbia, Canada
| | - Jan Schipper
- Arizona State University, West, Glendale, AZ, USA
| | | | | | - Paola Semenzato
- Research, Ecology and Environment Dimension (D.R.E.A.M.), Pistoia, Italy
| | | | - Hila Shamon
- Smithsonian's National Zoo and Conservation Biology Institute, Washington, DC, USA
| | - Catherine Shier
- Planning and Environmental Services, City of Edmonton, Edmonton, Alberta, Canada
| | - Eduardo A Silva-Rodríguez
- Instituto de Conservación, Biodiversidad y Territorio & Programa Austral Patagonia, Facultad de Ciencias Forestales y Recursos Naturales, Universidad Austral de Chile, Valdivia, Chile
| | - Magda Sindicic
- Faculty of Veterinary Medicine, University of Zagreb, Zagreb, Croatia
| | - Lucy K Smyth
- Panthera, New York, NY, USA
- iCWild, Department of Biological Sciences, University of Cape Town, Cape Town, South Africa
| | - Anil Soyumert
- Hunting and Wildlife Program, Kastamonu University, Kastamonu, Turkey
| | | | | | | | - Philip A Stephens
- Conservation Ecology Group, Department of Biosciences, Durham University, Durham, UK
| | - Kinga Magdalena Stępniak
- Department of Ecology, Institute of Functional Biology and Ecology, Faculty of Biology, University of Warsaw, Warsaw, Poland
| | | | - Cassondra Stevenson
- Department of Biological Sciences, University of Alberta, Edmonton, Alberta, Canada
| | - Bálint Ternyik
- Conservation Ecology Group, Department of Biosciences, Durham University, Durham, UK
- United Nations Environment Programme World Conservation Monitoring Centre (UNEP-WCMC), Cambridge, UK
| | - Ian Thomson
- Coastal Jaguar Conservation, Heredia, Costa Rica
| | - Rita T Torres
- Department of Biology and Centre for Environmental and Marine Studies, University of Aveiro, Aveiro, Portugal
| | | | | | - Jean-Pierre Vacher
- CEFE, Univ Montpellier, CNRS, EPHE-PSL University, IRD, Montpellier, France
| | | | - Stephen L Webb
- Natural Resources Institute and Department of Rangeland, Wildlife and Fisheries Management, Texas A&M University, College Station, TX, USA
| | - Julian Weber
- Oeko-Log Freilandforschung, Friedrichswalde, Germany
| | | | | | | | | | - Izabela Wierzbowska
- Institute of Environmental Sciences, Faculty of Biology, Jagiellonian University, Kraków, Poland
| | - Martin Wikelski
- Department of Migration, Max Planck Institute of Animal Behaviour, Konstanz, Germany
- Department of Biology, University of Konstanz, Konstanz, Germany
| | | | - Christopher C Wilmers
- Environmental Studies Department, University of California Santa Cruz, Santa Cruz, CA, USA
| | - Todd Windle
- Parks Canada, Alberni-Clayoquot, British Columbia, Canada
| | | | | | - Adam Zorn
- University of Mount Union, Alliance, OH, USA
| | - Roland Kays
- North Carolina Museum of Natural Sciences, Raleigh, NC, USA
- North Carolina State University, Raleigh, NC, USA
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Marucco F, Reinhardt I, Avanzinelli E, Zimmermann F, Manz R, Potočnik H, Černe R, Rauer G, Walter T, Knauer F, Chapron G, Duchamp C. Transboundary Monitoring of the Wolf Alpine Population over 21 Years and Seven Countries. Animals (Basel) 2023; 13:3551. [PMID: 38003168 PMCID: PMC10668717 DOI: 10.3390/ani13223551] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2023] [Revised: 10/31/2023] [Accepted: 11/13/2023] [Indexed: 11/26/2023] Open
Abstract
Wolves have large spatial requirements and their expansion in Europe is occurring over national boundaries, hence the need to develop monitoring programs at the population level. Wolves in the Alps are defined as a functional population and management unit. The range of this wolf Alpine population now covers seven countries: Italy, France, Austria, Switzerland, Slovenia, Liechtenstein and Germany, making the development of a joint and coordinated monitoring program particularly challenging. In the framework of the Wolf Alpine Group (WAG), researchers developed uniform criteria for the assessment and interpretation of field data collected in the frame of different national monitoring programs. This standardization allowed for data comparability across borders and the joint evaluation of distribution and consistency at the population level. We documented the increase in the number of wolf reproductive units (packs and pairs) over 21 years, from 1 in 1993-1994 up to 243 units in 2020-2021, and examined the pattern of expansion over the Alps. This long-term and large-scale approach is a successful example of transboundary monitoring of a large carnivore population that, despite administrative fragmentation, provides robust indexes of population size and distribution that are of relevance for wolf conservation and management at the transnational Alpine scale.
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Affiliation(s)
- Francesca Marucco
- Department of Life Sciences and Systems Biology, University of Turin, Via Accademia Albertina 13, 10123 Turin, Italy
| | - Ilka Reinhardt
- LUPUS-German Institute for Wolf Monitoring and Research, Dorfaue 9, 02979 Spreewitz, Germany
- Department of Biological Sciences, Goethe-University Frankfurt am Main, 60438 Frankfurt, Germany
| | - Elisa Avanzinelli
- Centro Grandi Carnivori, Ente di Gestione Aree Protette Alpi Marittime, Piazza Regina Elena 30, Valdieri, 12010 Cuneo, Italy
| | - Fridolin Zimmermann
- KORA-Carnivore Ecology and Wildlife Management, Talgut Zentrum 5, CH-3063 Ittigen, Switzerland
- Department of Ecology and Evolution, University of Lausanne, CH-1015 Lausanne, Switzerland
| | - Ralph Manz
- KORA-Carnivore Ecology and Wildlife Management, Talgut Zentrum 5, CH-3063 Ittigen, Switzerland
| | - Hubert Potočnik
- Biotechnical Faculty, Department of Biology, University of Ljubljana, Jamnikarjeva 101, 1000 Ljubljana, Slovenia
| | - Rok Černe
- Slovenia Forest Service, Večna Pot 2, 1000 Ljubljana, Slovenia
| | - Georg Rauer
- Research Institute of Wildlife Ecology, University of Veterinary Medicine Vienna, Savoyenstr. 1, A-1160 Vienna, Austria
| | - Theresa Walter
- Conservation Medicine Unit, Research Institute of Wildlife Ecology, University of Veterinary Medicine Vienna, Savoyenstr. 1, A-1160 Vienna, Austria
| | - Felix Knauer
- Conservation Medicine Unit, Research Institute of Wildlife Ecology, University of Veterinary Medicine Vienna, Savoyenstr. 1, A-1160 Vienna, Austria
| | - Guillaume Chapron
- Department of Ecology, Swedish University of Agricultural Sciences, 739-93 Riddarhyttan, Sweden
| | - Christophe Duchamp
- Office Français de la Biodiversité, Department of Research and Expertise, Parc Micropolis, F-05000 Gap, France
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3
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Jan M, Stronen AV, Boljte B, Černe R, Huber Đ, Iosif R, Kljun F, Konec M, Kos I, Krofel M, Kusak J, Luštrik R, Majić Skrbinšek A, Promberger-Füerpass B, Potočnik H, Rigg R, Trontelj P, Skrbinšek T. Wolf genetic diversity compared across Europe using the yardstick method. Sci Rep 2023; 13:13727. [PMID: 37608038 PMCID: PMC10444868 DOI: 10.1038/s41598-023-40834-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Accepted: 08/17/2023] [Indexed: 08/24/2023] Open
Abstract
Integrating data across studies with traditional microsatellite genetic markers requires careful calibration and represents an obstacle for investigation of wide-ranging species where populations require transboundary management. We used the "yardstick" method to compare results published across Europe since 2002 and new wolf (Canis lupus) genetic profiles from the Carpathian Mountains in Central Europe and the Dinaric Mountains in Southeastern Europe, with the latter as our reference population. We compared each population with Dinaric wolves, considering only shared markers (range 4-17). For each population, we calculated standard genetic diversity indices plus calibrated heterozygosity (Hec) and allelic richness (Ac). Hec and Ac in Dinaric (0.704 and 9.394) and Carpathian wolves (0.695 and 7.023) were comparable to those observed in other large and mid-sized European populations, but smaller than those of northeastern Europe. Major discrepancies in marker choices among some studies made comparisons more difficult. However, the yardstick method, including the new measures of Hec and Ac, provided a direct comparison of genetic diversity values among wolf populations and an intuitive interpretation of the results. The yardstick method thus permitted the integration of diverse sources of publicly available microsatellite data for spatiotemporal genetic monitoring of evolutionary potential.
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Affiliation(s)
- Maja Jan
- Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia.
| | - Astrid Vik Stronen
- Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
- DivjaLabs d.o.o., Aljaževa ulica 35a, 1000, Ljubljana, Slovenia
- Department of Chemistry and Bioscience, Aalborg University, Fredrik Bajers Vej 7H, 9220, Aalborg, Denmark
| | - Barbara Boljte
- Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
- DivjaLabs d.o.o., Aljaževa ulica 35a, 1000, Ljubljana, Slovenia
| | - Rok Černe
- Slovenia Forest Service, Večna pot 2, 1000, Ljubljana, Slovenia
| | - Đuro Huber
- Faculty of Veterinary Medicine, University of Zagreb, Vjekoslava Heinzelova 55, 10000, Zagreb, Croatia
| | - Ruben Iosif
- Foundation Conservation Carpathia, 27 Calea Feldioarei, 500471, Brașov, Romania
| | - Franc Kljun
- Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
| | - Marjeta Konec
- Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
- DivjaLabs d.o.o., Aljaževa ulica 35a, 1000, Ljubljana, Slovenia
| | - Ivan Kos
- Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
| | - Miha Krofel
- Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
| | - Josip Kusak
- Faculty of Veterinary Medicine, University of Zagreb, Vjekoslava Heinzelova 55, 10000, Zagreb, Croatia
| | - Roman Luštrik
- Genialis Inc, Vojkova cesta 63, 1000, Ljubljana, Slovenia
| | - Aleksandra Majić Skrbinšek
- Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
- DivjaLabs d.o.o., Aljaževa ulica 35a, 1000, Ljubljana, Slovenia
| | | | - Hubert Potočnik
- Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
| | - Robin Rigg
- Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
- Slovak Wildlife Society, Belanská 574/6, P.O. Box 72, Liptovský Hrádok, 033 01, Slovakia
| | - Peter Trontelj
- Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
| | - Tomaž Skrbinšek
- Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000, Ljubljana, Slovenia
- DivjaLabs d.o.o., Aljaževa ulica 35a, 1000, Ljubljana, Slovenia
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Tucker MA, Schipper AM, Adams TSF, Attias N, Avgar T, Babic NL, Barker KJ, Bastille-Rousseau G, Behr DM, Belant JL, Beyer DE, Blaum N, Blount JD, Bockmühl D, Pires Boulhosa RL, Brown MB, Buuveibaatar B, Cagnacci F, Calabrese JM, Černe R, Chamaillé-Jammes S, Chan AN, Chase MJ, Chaval Y, Chenaux-Ibrahim Y, Cherry SG, Ćirović D, Çoban E, Cole EK, Conlee L, Courtemanch A, Cozzi G, Davidson SC, DeBloois D, Dejid N, DeNicola V, Desbiez ALJ, Douglas-Hamilton I, Drake D, Egan M, Eikelboom JAJ, Fagan WF, Farmer MJ, Fennessy J, Finnegan SP, Fleming CH, Fournier B, Fowler NL, Gantchoff MG, Garnier A, Gehr B, Geremia C, Goheen JR, Hauptfleisch ML, Hebblewhite M, Heim M, Hertel AG, Heurich M, Hewison AJM, Hodson J, Hoffman N, Hopcraft JGC, Huber D, Isaac EJ, Janik K, Ježek M, Johansson Ö, Jordan NR, Kaczensky P, Kamaru DN, Kauffman MJ, Kautz TM, Kays R, Kelly AP, Kindberg J, Krofel M, Kusak J, Lamb CT, LaSharr TN, Leimgruber P, Leitner H, Lierz M, Linnell JDC, Lkhagvaja P, Long RA, López-Bao JV, Loretto MC, Marchand P, Martin H, Martinez LA, McBride RT, McLaren AAD, Meisingset E, Melzheimer J, Merrill EH, Middleton AD, Monteith KL, Moore SA, Van Moorter B, Morellet N, Morrison T, Müller R, Mysterud A, Noonan MJ, O'Connor D, Olson D, Olson KA, Ortega AC, Ossi F, Panzacchi M, Patchett R, Patterson BR, de Paula RC, Payne J, Peters W, Petroelje TR, Pitcher BJ, Pokorny B, Poole K, Potočnik H, Poulin MP, Pringle RM, Prins HHT, Ranc N, Reljić S, Robb B, Röder R, Rolandsen CM, Rutz C, Salemgareyev AR, Samelius G, Sayine-Crawford H, Schooler S, Şekercioğlu ÇH, Selva N, Semenzato P, Sergiel A, Sharma K, Shawler AL, Signer J, Silovský V, Silva JP, Simon R, Smiley RA, Smith DW, Solberg EJ, Ellis-Soto D, Spiegel O, Stabach J, Stacy-Dawes J, Stahler DR, Stephenson J, Stewart C, Strand O, Sunde P, Svoboda NJ, Swart J, Thompson JJ, Toal KL, Uiseb K, VanAcker MC, Velilla M, Verzuh TL, Wachter B, Wagler BL, Whittington J, Wikelski M, Wilmers CC, Wittemyer G, Young JK, Zięba F, Zwijacz-Kozica T, Huijbregts MAJ, Mueller T. Behavioral responses of terrestrial mammals to COVID-19 lockdowns. Science 2023; 380:1059-1064. [PMID: 37289888 DOI: 10.1126/science.abo6499] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Accepted: 04/27/2023] [Indexed: 06/10/2023]
Abstract
COVID-19 lockdowns in early 2020 reduced human mobility, providing an opportunity to disentangle its effects on animals from those of landscape modifications. Using GPS data, we compared movements and road avoidance of 2300 terrestrial mammals (43 species) during the lockdowns to the same period in 2019. Individual responses were variable with no change in average movements or road avoidance behavior, likely due to variable lockdown conditions. However, under strict lockdowns 10-day 95th percentile displacements increased by 73%, suggesting increased landscape permeability. Animals' 1-hour 95th percentile displacements declined by 12% and animals were 36% closer to roads in areas of high human footprint, indicating reduced avoidance during lockdowns. Overall, lockdowns rapidly altered some spatial behaviors, highlighting variable but substantial impacts of human mobility on wildlife worldwide.
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Affiliation(s)
- Marlee A Tucker
- Department of Environmental Science, Radboud Institute for Biological and Environmental Sciences, Radboud University, P.O. Box 9010, 6500, GL Nijmegen, the Netherlands
| | - Aafke M Schipper
- Department of Environmental Science, Radboud Institute for Biological and Environmental Sciences, Radboud University, P.O. Box 9010, 6500, GL Nijmegen, the Netherlands
| | | | - Nina Attias
- Instituto de Conservação de Animais Silvestres (ICAS), Campo Grande, Mato Grosso do Sul, Brazil
- Department of Wildlife Ecology and Conservation, University of Florida, Gainesville, FL, USA
| | - Tal Avgar
- Department of Wildland Resources and the Ecology Center, Utah State University, Logan, UT 84322 USA
| | - Natarsha L Babic
- School of Biological Sciences, Monash University, Clayton, Victoria 3800, Australia
| | - Kristin J Barker
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, Berkeley, CA 94720 USA
| | | | - Dominik M Behr
- Department of Evolutionary Biology and Environmental Studies, University of Zurich, Winterthurerstrasse 190, CH - 8057 Zürich
- Botswana Predator Conservation, Private Bag 13, Maun, Botswana
| | - Jerrold L Belant
- Department of Fisheries and Wildlife, Michigan State University, 480 Wilson Road, East Lansing, MI 48824, USA
| | - Dean E Beyer
- Department of Fisheries and Wildlife, Michigan State University, 480 Wilson Road, East Lansing, MI 48824, USA
| | - Niels Blaum
- University of Potsdam, Plant Ecology and Nature Conservation, Am Mühlenberg 3, 14476 Potsdam, Germany
| | - J David Blount
- School of Biological Sciences, University of Utah, 257 S 1400 E, Salt Lake City, UT 84112, USA
| | - Dirk Bockmühl
- Department of Evolutionary Ecology, Leibniz Institute for Zoo and Wildlife Research, Alfred-Kowalke-Str. 17, 10315 Berlin, Germany
| | | | - Michael B Brown
- Giraffe Conservation Foundation, Eros, PO Box 86099, Windhoek, Namibia
- Smithsonian National Zoo and Conservation Biology Institute, Conservation Ecology Center, 1500 Remount Rd, Front Royal, VA, 22630, USA
| | | | - Francesca Cagnacci
- Animal Ecology Unit, Research and Innovation Centre, Fondazione Edmund Mach, Via E. Mach 1, 38010 San Michele all'Adige, Italy
| | - Justin M Calabrese
- Center for Advanced Systems Understanding (CASUS), Goerlitz, Germany
- Department of Biology, University of Maryland, College Park, 4094 Campus Dr, College Park, MA, USA
| | - Rok Černe
- Slovenia Forest service, Večna pot 2, 1000 Ljubljana, Slovenia
| | - Simon Chamaillé-Jammes
- CEFE, CNRS, Univ Montpellier, EPHE, IRD, Montpellier, France
- Mammal Research Institute, Department of Zoology and Entomology, University of Pretoria, South Africa
| | - Aung Nyein Chan
- Smithsonian National Zoo and Conservation Biology Institute, Conservation Ecology Center, 1500 Remount Rd, Front Royal, VA, 22630, USA
- Dept. Fish, Wildlife and Conservation Biology, Colorado State University, Fort Collins, CO 80525, USA
| | | | - Yannick Chaval
- Université de Toulouse, INRAE, CEFS, F-31326 Castanet-Tolosan, France
- LTSER ZA PYRénées GARonne, F-31320 Auzeville-Tolosane, France
| | - Yvette Chenaux-Ibrahim
- Department of Biology and Environment, Grand Portage Band of Lake Superior Chippewa, Grand Portage, MN 55605 USA
| | - Seth G Cherry
- Parks Canada Agency, Box 220, Radium Hot Springs, BC, V0A 1M0, Canada
| | - Duško Ćirović
- Faculty of Biology, University of Belgrade, Studentski trg 16, 11000 Belgrade, Serbia
| | - Emrah Çoban
- KuzeyDoğa Society, Ortakapı Mah. Şehit Yusuf Cad. 69, 36100 Kars, Turkey
| | - Eric K Cole
- U.S. Fish and Wildlfe Service, National Elk Refuge, PO Box 510, Jackson, WY 83001
| | - Laura Conlee
- Missouri Department of Conservation, Columbia, MO, 65201, USA
| | | | - Gabriele Cozzi
- Department of Evolutionary Biology and Environmental Studies, University of Zurich, Winterthurerstrasse 190, CH - 8057 Zürich
- Botswana Predator Conservation, Private Bag 13, Maun, Botswana
| | - Sarah C Davidson
- Department of Migration, Max Planck Institute of Animal Behavior, 78315 Radolfzell, Germany
- Department of Biology, University of Konstanz, 78464 Konstanz, Germany
- Department of Civil, Environmental and Geodetic Engineering, The Ohio State University, 43210 Columbus, OH, USA
| | | | - Nandintsetseg Dejid
- Senckenberg Biodiversity and Climate Research Centre, Senckenberganlage 25, 60325 Frankfurt am Main, Germany
| | | | - Arnaud L J Desbiez
- Instituto de Conservação de Animais Silvestres (ICAS), Campo Grande, Mato Grosso do Sul, Brazil
- Royal Zoological Society of Scotland (RZSS), Murrayfield, Edinburgh, UK
- Instituto de Pesquisas Ecológicas (IPÊ), Nazaré Paulista, São Paulo, Brazil
| | - Iain Douglas-Hamilton
- Save the Elephants, Marula Manor, Marula Lane, Karen, Nairobi 00200, Kenya
- Department of Zoology, Oxford University, Oxford OX1 3PS, UK
| | - David Drake
- Department of Forest and Wildlife Ecology, University of Wisconsin-Madison, Madison, WI, 53706 USA
| | - Michael Egan
- Cooperative Wildlife Research Laboratory, Southern Illinois University, Carbondale, IL, 62901
- LTSER ZA PYRénées GARonne, F-31320 Auzeville-Tolosane, France
| | - Jasper A J Eikelboom
- Wildlife Ecology and Conservation Group, Wageningen University and Research, Droevendaalsesteeg 3a, 6708 PB, Wageningen, Netherlands
| | - William F Fagan
- Department of Biology, University of Maryland, College Park, 4094 Campus Dr, College Park, MA, USA
| | - Morgan J Farmer
- Department of Forest and Wildlife Ecology, University of Wisconsin, 1630 Linden Drive, Madison, WI 53706 USA
| | - Julian Fennessy
- Giraffe Conservation Foundation, Eros, PO Box 86099, Windhoek, Namibia
| | - Shannon P Finnegan
- Global Wildlife Conservation Center, State University of New York College of Environmental Science and Forestry, 1 Forestry Drive, Syracuse, NY 13210, USA
| | - Christen H Fleming
- Department of Biology, University of Maryland, College Park, 4094 Campus Dr, College Park, MA, USA
- Smithsonian Conservation Biology Institute, 1500 Remount Rd, Front Royal, VA, USA
| | - Bonnie Fournier
- Wildlife and Fish Division, Department of Environment and Natural Resources, Government of the Northwest Territories, P.O. Box 1320, Yellowknife, NT, Canada
| | - Nicholas L Fowler
- Global Wildlife Conservation Center, State University of New York College of Environmental Science and Forestry, 1 Forestry Drive, Syracuse, NY 13210, USA
- Alaska Department of Fish and Game, 43961 Kalifornsky Beach Road, Suite B, Soldotna, AK 99669, USA
| | - Mariela G Gantchoff
- State University of New York College of Environmental Science and Forestry, Syracuse, NY 13210, USA
- Department of Biology, College of Arts and Sciences, University of Dayton, Dayton, OH 45469 USA
| | - Alexandre Garnier
- Université de Toulouse, INRAE, CEFS, F-31326 Castanet-Tolosan, France
- Parc National des Pyrénées, 65000 Tarbes, France
| | - Benedikt Gehr
- Department of Evolutionary Biology and Environmental Studies, University of Zurich, Winterthurerstrasse 190, 8057, Zurich, Switzerland
| | - Chris Geremia
- Yellowstone Center for Resources, PO Box 168, Yellowstone National Park, WY 82190
| | - Jacob R Goheen
- Department of Zoology and Physiology, University of Wyoming, Laramie, WY 82071 USA
| | - Morgan L Hauptfleisch
- Biodiversity Research Centre, Namibia University of Science and Technnology Pvt bag 13388 Windhoek, Namibia
| | - Mark Hebblewhite
- Wildlife Biology Program, Franke College of Forestry and Conservation, University of Montana, Missoula, MT, 59801
| | - Morten Heim
- Norwegian Institute for Nature Research, Terrestrial Ecology Department, P.O. Box 5685 Torgarden, 7485 Trondheim, Norway
| | - Anne G Hertel
- Behavioural Ecology, Department of Biology, Ludwig Maximilian University of Munich, Großhaderner Str. 2, 82152 Planegg-Martinsried, Germany
| | - Marco Heurich
- Department of Visitor Management and National Park Monitoring, Bavarian Forest National Park, Freyunger Straße 2, 94481 Grafenau, Germany
- Chair of Wildlife Ecology and Conservation Biology, Faculty of Environment and Natural Resources, University of Freiburg, Tennenbacher Straße 4, 79106 Freiburg, Germany
- Institute for forest and wildlife management, Faculty of Applied Ecology, Agricultural Sciences and Biotechnology, Campus Evenstad, Inland Norway University of Applied Science, NO-2480 Koppang, Norway
| | - A J Mark Hewison
- Université de Toulouse, INRAE, CEFS, F-31326 Castanet-Tolosan, France
- LTSER ZA PYRénées GARonne, F-31320 Auzeville-Tolosane, France
| | - James Hodson
- Wildlife and Fish Division, Department of Environment and Natural Resources, Government of the Northwest Territories, P.O. Box 1320, Yellowknife, NT Canada X1A 2L9
| | - Nicholas Hoffman
- Ecological Program, Pennsylvania Department of Military and Veterans Affairs, Fort Indiantown Gap National Guard Training Center, Annville, PA 17003, USA
| | - J Grant C Hopcraft
- Institute of Biodiversity, Animal Health and Comparative Medicine, University of Glasgow, Glasgow UK G12 8QQ
| | - Djuro Huber
- Veterinary Biology Department, Faculty of Veterinary Medicine, University of Zagreb, Heinzelova 55, HR-10000 Zagreb, Croatia
| | - Edmund J Isaac
- Department of Biology and Environment, Grand Portage Band of Lake Superior Chippewa, Grand Portage, MN 55605 USA
| | - Karolina Janik
- City of New York Parks and Recreation, Wildlife Unit, 1234 5th Avenue, 5th Floor, NY 10029
| | - Miloš Ježek
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Czech Republic
| | - Örjan Johansson
- Grimsö Wildlife Research Station, Swedish University of Agricultural Sciences, 739 93, Riddarhyttan, Sweden
- Snow Leopard Trust, 4649 Sunnyside Avenue North, Seattle, WA 98103, USA
| | - Neil R Jordan
- Botswana Predator Conservation, Private Bag 13, Maun, Botswana
- Centre for Ecosystem Science, School of Biological, Earth and Environmental Sciences, University of New South Wales, Sydney, NSW, 2052, Australia
- Taronga Institute of Science and Learning, Taronga Conservation Society, Sydney, NSW, 2088, Australia
| | - Petra Kaczensky
- Inland Norway University of Applied Sciences, Department of Forestry and Wildlife Management, Norway
- University of Veterinary Medicine Vienna, Research Institute of Wildlife Ecology, Austria
| | - Douglas N Kamaru
- Department of Zoology and Physiology, University of Wyoming, Laramie, WY 82071 USA
- Wildlife Department, Ol Pejeta Conservancy, Private Bag-10400, Nanyuki, Kenya
| | - Matthew J Kauffman
- U.S. Geological Survey, Wyoming Cooperative Fish and Wildlife Research Unit, Department of Zoology and Physiology, University of Wyoming, Laramie, WY 82071, USA
| | - Todd M Kautz
- Global Wildlife Conservation Center, State University of New York College of Environmental Science and Forestry, 1 Forestry Drive, Syracuse, NY 13210, USA
| | - Roland Kays
- North Carolina Museum of Natural Sciences, Raleigh, NC, 27601, USA
- Department of Forestry and Environmental Resources, North Carolina State University, Raleigh, NC, 27695, USA
| | - Allicia P Kelly
- Department of Environment and Natural Resources, Government of the Northwest Territories, P.O. Box 2668, Yellowknife, NT Canada X1A 2P9
| | - Jonas Kindberg
- Norwegian Institute for Nature Research, NO-7484 Trondheim, Norway
- Department of Wildlife, Fish and Environmental studies, Swedish University of Agricultural Sciences, SE- 901 83 Umeå, Sweden
| | - Miha Krofel
- Department of Forestry, Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, SI-1000 Ljubljana, Slovenia
- Department of Evolutionary Ecology, Leibniz Institute for Zoo and Wildlife Research, Alfred- Kowalke- Str. 17, 10315 Berlin, Germany
| | - Josip Kusak
- Veterinary Biology Department, Faculty of Veterinary Medicine, University of Zagreb, Heinzelova 55, HR-10000 Zagreb, Croatia
| | - Clayton T Lamb
- Biological Sciences Centre, University of Alberta, Edmonton, Alberta, T6G 2E9 Canada
| | - Tayler N LaSharr
- Haub School of Environment and Natural Resources, Wyoming Cooperative Fish and Wildlife Research Unit, Department of Zoology and Physiology, University of Wyoming, 804 East Fremont, Laramie, WY 82072
| | - Peter Leimgruber
- Smithsonian National Zoo and Conservation Biology Institute, Conservation Ecology Center, 1500 Remount Rd, Front Royal, VA, 22630, USA
| | - Horst Leitner
- Büro für Wildökologie und Forstwirtschaft, Klagenfurth, Austria
| | - Michael Lierz
- Clinic for birds, reptiles, amphibians and fish, Justus-Liebig-University Giessen, Germany
| | - John D C Linnell
- Norwegian Institute for Nature Research, Terrestrial Ecology Department, P.O. Box 5685 Torgarden, 7485 Trondheim, Norway
- Inland Norway University of Applied Sciences, Department of Forestry and Wildlife Management, Anne Evenstads vei 80, 2480 Koppang, Norway
| | | | - Ryan A Long
- Department of Fish and Wildlife Sciences, University of Idaho, Moscow, ID 83844 USA
| | - José Vicente López-Bao
- Biodiversity Research Institute (CSIC - Oviedo University - Principality of Asturias), Oviedo University, E-33600 Mieres, Spain
| | - Matthias-Claudio Loretto
- Department of Migration, Max Planck Institute of Animal Behavior, 78315 Radolfzell, Germany
- Technical University of Munich, TUM School of Life Sciences, Ecosystem Dynamics and Forest Management Group, 85354 Freising, Germany
- Berchtesgaden National Park, 83471 Berchtesgaden, Germany
| | - Pascal Marchand
- Office Français de la Biodiversité, Direction de la Recherche et de l'Expertise, Unité Ongulés Sauvages, Juvignac, France
| | - Hans Martin
- Wildlife Biology Program, Franke College of Forestry and Conservation, University of Montana, Missoula, MT, 59801
| | - Lindsay A Martinez
- Wyoming Cooperative Fish and Wildlife Research Unit, Department of Zoology and Physiology, University of Wyoming, Laramie, WY 82071, USA
| | - Roy T McBride
- Faro Moro Eco Research, Estancia Faro Moro, Departmento de Boquerón, Paraguay
| | - Ashley A D McLaren
- Ontario Ministry of Natural Resources and Forestry, Wildlife Research and Monitoring Section, Trent University, 2140 East Bank Drive, Peterborough, Ontario, K9J 7B8, Canada
- Department of Environment and Natural Resources, Government of the Northwest Territories, Highway 5, PO Box 900, Fort Smith, Northwest Territories, X0E 0P0, Canada
| | - Erling Meisingset
- Department of Forestry and Forestry resources, Norwegian Institute of Bioeconomy Research, Tingvoll gard, NO-6630 Tingvoll, Norway
| | - Joerg Melzheimer
- Department of Evolutionary Ecology, Leibniz Institute for Zoo and Wildlife Research, Alfred-Kowalke-Str. 17, 10315 Berlin, Germany
| | - Evelyn H Merrill
- Department of Biological Sciences, University of Alberta, Edmonton, Alberta T6G 2E9, Canada
| | - Arthur D Middleton
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, Berkeley, CA 94720 USA
| | - Kevin L Monteith
- Haub School of Environment and Natural Resources, Wyoming Cooperative Fish and Wildlife Research Unit, Department of Zoology and Physiology, University of Wyoming, 804 East Fremont, Laramie, WY 82072
| | - Seth A Moore
- Department of Biology and Environment, Grand Portage Band of Lake Superior Chippewa, Grand Portage, MN 55605 USA
| | - Bram Van Moorter
- Norwegian Institute for Nature Research, Terrestrial Ecology Department, P.O. Box 5685 Torgarden, 7485 Trondheim, Norway
| | - Nicolas Morellet
- Université de Toulouse, INRAE, CEFS, F-31326 Castanet-Tolosan, France
- LTSER ZA PYRénées GARonne, F-31320 Auzeville-Tolosane, France
| | - Thomas Morrison
- Institute of Biodiversity, Animal Health and Comparative Medicine, University of Glasgow, Glasgow UK G12 8QQ
| | - Rebekka Müller
- Department of Evolutionary Ecology, Leibniz Institute for Zoo and Wildlife Research, Alfred-Kowalke-Str. 17, 10315 Berlin, Germany
| | - Atle Mysterud
- Centre for Ecological and Evolutionary Synthesis (CEES), Department of Biosciences, University of Oslo, P.O. Box 1066 Blindern, NO-0316 Oslo, Norway
| | - Michael J Noonan
- Department of Biology, University of British Columbia Okanagan, Kelowna, British Columbia, Canada
| | - David O'Connor
- Save Giraffe Now, 8333 Douglas Avenue, Suite 300, Dallas, Texas 75225
- The Faculty of Biological Sciences, Goethe University, Max-von-Laue-Str. 9, 60438 Frankfurt am Main, Germany
- National Geographic Partners, 1145 17th Street NW, Washington DC 20036, USA
| | | | - Kirk A Olson
- Wildlife Conservation Society, Mongolia Program. Post 20A, Box 21, Ulaanbaatar 14200, Mongolia
| | - Anna C Ortega
- Wyoming Cooperative Fish and Wildlife Research Unit, Department of Zoology and Physiology, University of Wyoming, Laramie, WY 82071, USA
- Program in Ecology, University of Wyoming, Laramie, WY 82071 USA
| | - Federico Ossi
- Animal Ecology Unit, Research and Innovation Centre, Fondazione Edmund Mach, Via E. Mach 1, 38010 San Michele all'Adige, Italy
| | - Manuela Panzacchi
- Norwegian Institute for Nature Research, Terrestrial Ecology Department, P.O. Box 5685 Torgarden, 7485 Trondheim, Norway
| | - Robert Patchett
- Centre for Biological Diversity, School of Biology, University of St Andrews, Sir Harold Mitchell Building, St Andrews, KY16 9TH, UK
| | - Brent R Patterson
- Department of Environmental and Life Sciences, Trent University, 2140 East Bank Drive, Peterborough, Ontario K9J 7B8, Canada
- Ontario Ministry of Natural Resources and Forestry, Wildlife Research and Monitoring Section, Trent University, 2140 East Bank Drive, Peterborough, Ontario K9J 7B8, Canada
| | - Rogerio Cunha de Paula
- Centro Nacional de Pesquisa e Conservação de Mamíferos Carnívoros, Instituto Chico Mendes de Conservação da Biodiversidade, Atibaia, SP, 12952011 Brazil
| | - John Payne
- Research Institute of Wildlife Ecology, University of Veterinary Medicine, Vienna, Austria
| | - Wibke Peters
- Department of Biodiversity, Conservation and Wildlife Management, Bavarian State Institute for Forestry, Hans-Carl-von Carlowitz Platz 1, 85354 Freising
| | - Tyler R Petroelje
- Global Wildlife Conservation Center, State University of New York College of Environmental Science and Forestry, 1 Forestry Drive, Syracuse, NY 13210, USA
| | - Benjamin J Pitcher
- Taronga Institute of Science and Learning, Taronga Conservation Society, Sydney, NSW, 2088, Australia
- School of Natural Sciences, Faculty of Science and Engineering, Macquarie University, NSW, 2109, Australia
| | - Boštjan Pokorny
- Faculty of Environmental Protection, Trg mladosti 7, 3320 Velenje, Slovenia
- Slovenian Forestry Institute, Večna pot 2, 1000 Ljubljana, Slovenia
- Department of Biodiversity, Faculty of Mathematics, Natural Sciences and Information Technologies, University of Primorska, Glagoljaška 8, 6000 Koper, Slovenia
| | - Kim Poole
- Aurora Wildlife Research, 1918 Shannon Point Rd., Nelson, BC, V1L 6K1 Canada
| | - Hubert Potočnik
- Department of Biology, Biotechnical Faculty, University of Ljubljana, Jamnikarjeva 101, 1000 Ljubljana, Slovenia
| | - Marie-Pier Poulin
- Department of Zoology and Physiology, University of Wyoming, Laramie, WY, 82071 USA
| | - Robert M Pringle
- Department of Ecology and Evolutionary Biology, Princeton University, Princeton, NJ 08544 USA
| | - Herbert H T Prins
- Department of Animal Sciences, Wageningen University and Research, De Elst 1, 6708 WD, Wageningen, Netherlands
| | - Nathan Ranc
- Animal Ecology Unit, Research and Innovation Centre, Fondazione Edmund Mach, Via E. Mach 1, 38010 San Michele all'Adige, Italy
- Université de Toulouse, INRAE, CEFS, F-31326 Castanet-Tolosan, France
- Department of Organismic and Evolutionary Biology, Harvard University, 26 Oxford Street, Cambridge MA 02138, USA
| | - Slaven Reljić
- Veterinary Biology Department, Faculty of Veterinary Medicine, University of Zagreb, Heinzelova 55, HR-10000 Zagreb, Croatia
- Oikon Ltd, Institute of Applied Ecology, Trg Senjskih uskoka 1-2, HR-10020 Zagreb, Croatia
| | - Benjamin Robb
- Wyoming Cooperative Fish and Wildlife Research Unit, Department of Zoology and Physiology, University of Wyoming, Laramie, WY 82071, USA
| | - Ralf Röder
- Department of Evolutionary Ecology, Leibniz Institute for Zoo and Wildlife Research, Alfred-Kowalke-Str. 17, 10315 Berlin, Germany
| | - Christer M Rolandsen
- Norwegian Institute for Nature Research, Terrestrial Ecology Department, P.O. Box 5685 Torgarden, 7485 Trondheim, Norway
| | - Christian Rutz
- Centre for Biological Diversity, School of Biology, University of St Andrews, Sir Harold Mitchell Building, St Andrews, KY16 9TH, UK
| | - Albert R Salemgareyev
- Association for the Conservation of Biodiversity of Kazakhstan (ACBK), Nur-Sultan, 010000, Kazakhstan
| | - Gustaf Samelius
- Snow Leopard Trust, 4649 Sunnyside Avenue North, Seattle, WA 98103, USA
- Nordens Ark, 456 93 Hunnebostrand, Sweden
| | - Heather Sayine-Crawford
- Wildlife and Fish Division, Department of Environment and Natural Resources, Government of the Northwest Territories, P.O. Box 1320, Yellowknife, NT Canada X1A 2L9
| | - Sarah Schooler
- Global Wildlife Conservation Center, State University of New York College of Environmental Science and Forestry, 1 Forestry Drive, Syracuse, NY 13210, USA
| | - Çağan H Şekercioğlu
- School of Biological Sciences, University of Utah, 257 S 1400 E, Salt Lake City, UT 84112, USA
- KuzeyDoğa Society, Ortakapı Mah. Şehit Yusuf Cad. 69, 36100 Kars, Turkey
- Koç University Department of Molecular Biology and Genetics, Faculty of Sciences, Rumelifeneri, Istanbul, Sarıyer, Turkey
| | - Nuria Selva
- Institute of Nature Conservation Polish Academy of Sciences, Adama Mickiewicza 33, 31-120 Kraków, Poland
- Departamento de Ciencias Integradas, Facultad de Ciencias Experimentales, Centro de Estudios Avanzados en Física, Matemáticas y Computación, Universidad de Huelva, 21071 Huelva, Spain
| | - Paola Semenzato
- Animal Ecology Unit, Research and Innovation Centre, Fondazione Edmund Mach, Via E. Mach 1, 38010 San Michele all'Adige, Italy
- Dimension Research, Ecology and Environment (D.R.E.Am. Italia), Via Garibaldi, 3, 52015 Pratovecchio Stia (AR), Italy
| | - Agnieszka Sergiel
- Institute of Nature Conservation Polish Academy of Sciences, Adama Mickiewicza 33, 31-120 Kraków, Poland
| | - Koustubh Sharma
- Snow Leopard Trust, Seattle, WA 98103, USA
- Global Snow Leopard and Ecosystem Protection Program, Bishkek, Kyrgyzstan
- Snow Leopard Foundation, Kyrgyzstan Bishkek, Kyrgyzstan
- Nature Conservation Foundation, Mysore 570002, India
| | - Avery L Shawler
- Department of Environmental Science, Policy, and Management, University of California, Berkeley, Berkeley, CA 94720 USA
| | - Johannes Signer
- Wildlife Sciences, Faculty of Forest Sciences and Forest Ecology, University of Goettingen, Göttingen Germany
| | - Václav Silovský
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Czech Republic
| | - João Paulo Silva
- CIBIO, Centro de Investigação em Biodiversidade e Recursos Genéticos, InBIO Laboratório Associado, Campus de Vairão, Universidade do Porto, 4485-661 Vairão, Portugal
- BIOPOLIS Program in Genomics, Biodiversity and Land Planning, CIBIO, Campus de Vairão, 4485-661 Vairão, Portugal
| | - Richard Simon
- City of New York Parks and Recreation, Wildlife Unit, 1234 5th Avenue, 5th Floor, NY, NY, 10029
| | - Rachel A Smiley
- Haub School of Environment and Natural Resources, Wyoming Cooperative Fish and Wildlife Research Unit, Department of Zoology and Physiology, University of Wyoming, 804 East Fremont, Laramie, WY 82072
| | - Douglas W Smith
- Yellowstone Center for Resources, PO Box 168, Yellowstone National Park, WY 82190
| | - Erling J Solberg
- Norwegian Institute for Nature Research, Terrestrial Ecology Department, P.O. Box 5685 Torgarden, 7485 Trondheim, Norway
| | - Diego Ellis-Soto
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT
- Center for Biodiversity and Global Change, Yale University, New Haven, CT
- Max Planck - Yale Center for Biodiversity Movement and Global Change, Yale University
| | - Orr Spiegel
- School of Zoology, Faculty of Life Sciences, Tel Aviv University, Tel Aviv 69978, Israel
| | - Jared Stabach
- Smithsonian National Zoo and Conservation Biology Institute, Conservation Ecology Center, 1500 Remount Rd, Front Royal, VA, 22630, USA
| | - Jenna Stacy-Dawes
- San Diego Zoo Wildlife Alliance, 15600 San Pasqual Valley Road, Escondido, CA, 92027 USA
| | - Daniel R Stahler
- Yellowstone Center for Resources, PO Box 168, Yellowstone National Park, WY 82190
| | - John Stephenson
- Grand Teton National Park, PO Drawer 170, Moose, Wyoming 83012 USA
| | - Cheyenne Stewart
- Wyoming Game and Fish Department, 700 Valley View Dr. Sheridan, WY 82801
| | - Olav Strand
- Norwegian Institute for Nature Research, Terrestrial Ecology Department, P.O. Box 5685 Torgarden, 7485 Trondheim, Norway
| | - Peter Sunde
- Aarhus University, Department of Ecoscience - Wildlife Ecology, C.F. Møllers Allé 4-8, 8000 Aarhus C, Denmark
| | | | - Jonathan Swart
- Welgevonden Game Reserve, P.O. Box 433, Vaalwater, South Africa
| | - Jeffrey J Thompson
- Guyra Paraguay - CONACYT, Asunción, Paraguay
- Instituto Saite, Asunción, Paraguay
| | - Katrina L Toal
- City of New York Parks and Recreation, Wildlife Unit, 1234 5th Avenue, 5th Floor, NY, NY, 10029
| | - Kenneth Uiseb
- Ministry of Environment, Forestry and Tourism, Windhoek, Namibia
| | - Meredith C VanAcker
- Smithsonian National Zoo and Conservation Biology Institute, Conservation Ecology Center, 1500 Remount Rd, Front Royal, VA, 22630, USA
- Ecology, Evolution and Environmental Biology, Columbia University, NY, NY 10027
| | - Marianela Velilla
- Guyra Paraguay - CONACYT, Asunción, Paraguay
- Instituto Saite, Asunción, Paraguay
- School of Natural Resources, University of Arizona, 1064 E Lowell St, Tucson, AZ 85719, USA
| | - Tana L Verzuh
- Haub School of Environment and Natural Resources, Wyoming Cooperative Fish and Wildlife Research Unit, Department of Zoology and Physiology, University of Wyoming, 804 East Fremont, Laramie, WY 82072
| | - Bettina Wachter
- Department of Evolutionary Ecology, Leibniz Institute for Zoo and Wildlife Research, Alfred-Kowalke-Str. 17, 10315 Berlin, Germany
| | - Brittany L Wagler
- Haub School of Environment and Natural Resources, Wyoming Cooperative Fish and Wildlife Research Unit, Department of Zoology and Physiology, University of Wyoming, 804 East Fremont, Laramie, WY 82072
| | - Jesse Whittington
- Park Canada, Banff National Park Resource Conservation. PO Box 900, Banff, Alberta, Canada. T1L 1K2
| | - Martin Wikelski
- Department of Migration, Max Planck Institute of Animal Behavior, 78315 Radolfzell, Germany
- Centre for the Advanced Study of Collective Behaviour, University of Konstanz, 78457 Konstanz, Germany
| | - Christopher C Wilmers
- Center for Integrated Spatial Research, Environmental Studies Department, University of California, Santa Cruz CA, 95064 USA
| | - George Wittemyer
- Save the Elephants, Marula Manor, Marula Lane, Karen, Nairobi 00200, Kenya
- Department of Fish, Wildlife and Conservation Biology, Colorado State University, Fort Collins, CO 80523
| | - Julie K Young
- USDA National Wildlife Research Center, Predator Research Facility, Millville, UT 84326 USA
- Department of Wildland Resources, Utah State University, Logan, UT 84322 USA
| | - Filip Zięba
- Tatra National Park, Kuźnice 1, 34-500, Zakopane, Poland
| | | | - Mark A J Huijbregts
- Department of Environmental Science, Radboud Institute for Biological and Environmental Sciences, Radboud University, P.O. Box 9010, 6500, GL Nijmegen, the Netherlands
| | - Thomas Mueller
- Smithsonian National Zoo and Conservation Biology Institute, Conservation Ecology Center, 1500 Remount Rd, Front Royal, VA, 22630, USA
- Senckenberg Biodiversity and Climate Research Centre, Senckenberganlage 25, 60325 Frankfurt am Main, Germany
- Department of Biological Sciences, Goethe University, Max-von-Laue-Strasse 9, 60438 Frankfurt am Main, Germany
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5
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Topličanec I, Gomerčić T, Černe R, Krofel M, Pop IM, Kubala J, Tám B, Blašković S, Sindičić M. Early post-release behaviour of Eurasian lynx translocated to the transboundary region of the Dinaric Mountains. Journal of Vertebrate Biology 2022. [DOI: 10.25225/jvb.22064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Ira Topličanec
- Faculty of Veterinary Medicine, University of Zagreb, Zagreb, Croatia; e-mail: , , ,
| | - Tomislav Gomerčić
- Faculty of Veterinary Medicine, University of Zagreb, Zagreb, Croatia; e-mail: , , ,
| | - Rok Černe
- Slovenian Forest Service, Ljubljana, Slovenia; e-mail:
| | - Miha Krofel
- University of Ljubljana, Biotechnical Faculty, Department for Forestry, Ljubljana, Slovenia; e-mail:
| | - Ioan-Mihai Pop
- Association for Biodiversity Conservation, Focsani, Romania; e-mail:
| | - Jakub Kubala
- National Zoological Garden Bojnice (Ret.), Bojnice, Slovakia; e-mail:
| | - Branislav Tám
- National Zoological Garden Bojnice (Ret.), Bojnice, Slovakia; e-mail:
| | - Silvia Blašković
- Faculty of Veterinary Medicine, University of Zagreb, Zagreb, Croatia; e-mail: , , ,
| | - Magda Sindičić
- Faculty of Veterinary Medicine, University of Zagreb, Zagreb, Croatia; e-mail: , , ,
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6
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Broekman MJE, Hilbers JP, Huijbregts MAJ, Mueller T, Ali AH, Andrén H, Altmann J, Aronsson M, Attias N, Bartlam‐Brooks HLA, van Beest FM, Belant JL, Beyer DE, Bidner L, Blaum N, Boone RB, Boyce MS, Brown MB, Cagnacci F, Černe R, Chamaillé‐Jammes S, Dejid N, Dekker J, L. J. Desbiez A, Díaz‐Muñoz SL, Fennessy J, Fichtel C, Fischer C, Fisher JT, Fischhoff I, Ford AT, Fryxell JM, Gehr B, Goheen JR, Hauptfleisch M, Hewison AJM, Hering R, Heurich M, Isbell LA, Janssen R, Jeltsch F, Kaczensky P, Kappeler PM, Krofel M, LaPoint S, Latham ADM, Linnell JDC, Markham AC, Mattisson J, Medici EP, de Miranda Mourão G, Van Moorter B, Morato RG, Morellet N, Mysterud A, Mwiu S, Odden J, Olson KA, Ornicāns A, Pagon N, Panzacchi M, Persson J, Petroelje T, Rolandsen CM, Roshier D, Rubenstein DI, Saïd S, Salemgareyev AR, Sawyer H, Schmidt NM, Selva N, Sergiel A, Stabach J, Stacy‐Dawes J, Stewart FEC, Stiegler J, Strand O, Sundaresan S, Svoboda NJ, Ullmann W, Voigt U, Wall J, Wikelski M, Wilmers CC, Zięba F, Zwijacz‐Kozica T, Schipper AM, Tucker MA. Evaluating expert-based habitat suitability information of terrestrial mammals with GPS-tracking data. Glob Ecol Biogeogr 2022; 31:1526-1541. [PMID: 36247232 PMCID: PMC9544534 DOI: 10.1111/geb.13523] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Revised: 04/14/2022] [Accepted: 04/19/2022] [Indexed: 06/16/2023]
Abstract
AIM Macroecological studies that require habitat suitability data for many species often derive this information from expert opinion. However, expert-based information is inherently subjective and thus prone to errors. The increasing availability of GPS tracking data offers opportunities to evaluate and supplement expert-based information 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 individuals 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 habitat 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 agreement 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 included in this study, it is appropriate to use IUCN habitat suitability data in macroecological 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.
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Affiliation(s)
- Maarten J. E. Broekman
- Department of Environmental ScienceInstitute for Wetland and Water Research, Faculty of Science, Radboud UniversityNijmegenThe Netherlands
| | - Jelle P. Hilbers
- Department of Environmental ScienceInstitute for Wetland and Water Research, Faculty of Science, Radboud UniversityNijmegenThe Netherlands
| | - Mark A. J. Huijbregts
- Department of Environmental ScienceInstitute for Wetland and Water Research, Faculty of Science, Radboud UniversityNijmegenThe Netherlands
| | - Thomas Mueller
- Senckenberg Biodiversity and Climate Research Centre, Senckenberg Gesellschaft für NaturforschungFrankfurt (Main)Germany
- Department of Biological SciencesGoethe UniversityFrankfurt (Main)Germany
| | | | - Henrik Andrén
- Grimsö Wildlife Research Station, Department of EcologySwedish University of Agricultural SciencesRiddarhyttanSweden
| | - Jeanne Altmann
- Department of Ecology and Evolutionary BiologyPrinceton UniversityPrincetonNew JerseyUSA
| | - Malin Aronsson
- Grimsö Wildlife Research Station, Department of EcologySwedish University of Agricultural SciencesRiddarhyttanSweden
- Department of ZoologyStockholm UniversityStockholmSweden
| | - Nina Attias
- Ecology and Conservation Graduate ProgramFederal University of Mato Grosso do SulCampo GrandeMato Grosso do SulBrazil
- Instituto de Conservação de Animais Silvestres (ICAS)Campo GrandeMato Grosso do SulBrazil
| | | | | | - Jerrold L. Belant
- Global Wildlife Conservation CenterState University of New York College of Environmental Science and ForestrySyracuseNew YorkUSA
| | - Dean E. Beyer
- Department of Fisheries and WildlifeMichigan State UniversityEast LansingMichiganUSA
| | - Laura Bidner
- Department of AnthropologyUniversity of CaliforniaDavisCaliforniaUSA
| | - Niels Blaum
- Plant Ecology and Nature ConservationUniversity of PotsdamPotsdamGermany
| | - Randall B. Boone
- Department of Ecosystem Science and SustainabilityColorado State UniversityFort CollinsColoradoUSA
| | - Mark S. Boyce
- Department of Biological SciencesUniversity of AlbertaEdmontonAlbertaCanada
| | - Michael B. Brown
- Giraffe Conservation FoundationErosNamibia
- Conservation Ecology CenterSmithsonian National Zoo and Conservation Biology InstituteFront RoyalVirginiaUSA
| | - Francesca Cagnacci
- Department of Biodiversity and Molecular EcologyResearch and Innovation Centre, Fondazione Edmund MachTrentoItaly
| | - Rok Černe
- Slovenia Forest ServiceLjubljanaSlovenia
| | - Simon Chamaillé‐Jammes
- CEFE, Univ Montpellier, CNRS, EPHE, IRD, Univ Paul Valéry Montpellier 3MontpellierFrance
| | - Nandintsetseg Dejid
- Senckenberg Biodiversity and Climate Research Centre, Senckenberg Gesellschaft für NaturforschungFrankfurt (Main)Germany
| | | | - Arnaud L. J. Desbiez
- Instituto de Conservação de Animais Silvestres (ICAS)Campo GrandeMato Grosso do SulBrazil
- IPÊ (Instituto de Pesquisas Ecológicas; Institute for Ecological Research)São PauloBrazil
- Royal Zoological Society of Scotland (RZSS)EdinburghUK
| | - Samuel L. Díaz‐Muñoz
- Department of Microbiology and Molecular GeneticsUniversity of CaliforniaDavisCaliforniaUSA
| | | | - Claudia Fichtel
- German Primate Center, Behavioral Ecology and Sociobiology UnitGöttingenGermany
| | - Christina Fischer
- Faunistics and Wildlife Conservation, Department of Agriculture, Ecotrophology, and Landscape DevelopmentAnhalt University of Applied SciencesBernburgGermany
| | - Jason T. Fisher
- School of Environmental StudiesUniversity of VictoriaVictoriaBritish ColumbiaCanada
| | | | - Adam T. Ford
- Department of Biology, Faculty of ScienceUniversity of British ColumbiaKelownaBritish ColumbiaCanada
| | - John M. Fryxell
- Department of Integrative BiologyUniversity of GuelphGuelphOntarioCanada
| | - Benedikt Gehr
- Department of Evolutionary Biology and Environmental StudiesUniversity of ZurichZurichSwitzerland
| | - Jacob R. Goheen
- Department of Zoology and PhysiologyUniversity of WyomingLaramieWyomingUSA
| | - Morgan Hauptfleisch
- Department of Agriculture And Natural Resources Sciences, Biodiversity Research CentreNamibia University of Science and TechnologyWindhoekNamibia
| | - A. J. Mark Hewison
- Université de Toulouse, INRAE, CEFSCastanet‐TolosanFrance
- LTSER ZA Pyrénées GaronneAuzeville‐TolosaneFrance
| | - Robert Hering
- Plant Ecology and Nature ConservationUniversity of PotsdamPotsdamGermany
| | - Marco Heurich
- Department of Conservation and ResearchBavarian Forest National ParkGrafenauGermany
- Chair of Wildlife Ecology and ManagementAlbert Ludwigs University of FreiburgFreiburgGermany
- Department of Forestry and Wildlife ManagementInland Norway University of Applied SciencesKoppangNorway
| | - Lynne A. Isbell
- Department of AnthropologyUniversity of CaliforniaDavisCaliforniaUSA
- Animal Behavior Graduate GroupUniversity of CaliforniaDavisCaliforniaUSA
| | | | - Florian Jeltsch
- Plant Ecology and Nature ConservationUniversity of PotsdamPotsdamGermany
| | - Petra Kaczensky
- Department of Forestry and Wildlife ManagementInland Norway University of Applied SciencesKoppangNorway
- Norwegian Institute for Nature ResearchTrondheimNorway
- Research Institute of Wildlife EcologyUniversity of Veterinary Medicine ViennaViennaAustria
| | - Peter M. Kappeler
- German Primate Center, Behavioral Ecology and Sociobiology UnitGöttingenGermany
| | - Miha Krofel
- Department of Forestry and Renewable Forest Resources, Biotechnical FacultyUniversity of LjubljanaLjubljanaSlovenia
| | - Scott LaPoint
- Black Rock ForestCornwallNew YorkUSA
- Lamont‐Doherty Earth ObservatoryColumbia UniversityPalisadesNew YorkUSA
| | - A. David M. Latham
- Department of Biological SciencesUniversity of AlbertaEdmontonAlbertaCanada
- Wildlife Ecology and ManagementManaaki Whenua – Landcare ResearchLincolnNew Zealand
| | - John D. C. Linnell
- Department of Forestry and Wildlife ManagementInland Norway University of Applied SciencesKoppangNorway
- Norwegian Institute for Nature ResearchTrondheimNorway
| | | | | | - Emilia Patricia Medici
- IPÊ (Instituto de Pesquisas Ecológicas; Institute for Ecological Research)São PauloBrazil
- International Union for Conservation of Nature (IUCN) Species Survival Commission (SSC) Tapir Specialist Group (TSG)Campo GrandeMato Grosso do SulBrazil
| | | | | | - Ronaldo G. Morato
- National Research Center for Carnivores ConservationChico Mendes Institute for the Conservation of BiodiversityAtibaiaBrazil
| | - Nicolas Morellet
- Université de Toulouse, INRAE, CEFSCastanet‐TolosanFrance
- LTSER ZA Pyrénées GaronneAuzeville‐TolosaneFrance
| | - Atle Mysterud
- Centre for Ecological and Evolutionary Synthesis, Department of BiosciencesUniversity of OsloOsloNorway
| | - Stephen Mwiu
- Wildlife Research and Training InstituteNaivashaKenya
| | - John Odden
- Norwegian Institute for Nature ResearchOsloNorway
| | - Kirk A. Olson
- Wildlife Conservation Society, Mongolia ProgramUlaanbaatarMongolia
| | - Aivars Ornicāns
- Latvian State Forest Research Institute “Silava”SalaspilsLatvia
| | | | | | - Jens Persson
- Grimsö Wildlife Research Station, Department of EcologySwedish University of Agricultural SciencesRiddarhyttanSweden
| | - Tyler Petroelje
- Global Wildlife Conservation CenterState University of New York College of Environmental Science and ForestrySyracuseNew YorkUSA
| | | | - David Roshier
- Australian Wildlife ConservancySubiacoWestern AustraliaAustralia
| | - Daniel I. Rubenstein
- Department of Ecology and Evolutionary BiologyPrinceton UniversityPrincetonNew JerseyUSA
| | - Sonia Saïd
- Direction de la Recherche et de l'Appui ScientifiqueOffice Français de la BiodiversitéBirieuxFrance
| | - Albert R. Salemgareyev
- Association for the Conservation of Biodiversity of Kazakhstan (ACBK)Nur‐SultanKazakhstan
| | - Hall Sawyer
- Western Ecosystems Technology Inc.LaramieWyomingUSA
| | - Niels Martin Schmidt
- Department of BioscienceAarhus UniversityRoskildeDenmark
- Arctic Research CentreAarhus UniversityAarhusDenmark
| | - Nuria Selva
- Institute of Nature Conservation Polish Academy of SciencesKrakowPoland
| | - Agnieszka Sergiel
- Institute of Nature Conservation Polish Academy of SciencesKrakowPoland
| | - Jared Stabach
- Conservation Ecology CenterSmithsonian National Zoo and Conservation Biology InstituteFront RoyalVirginiaUSA
| | - Jenna Stacy‐Dawes
- Conservation Science and Wildlife HealthSan Diego Zoo Wildlife AllianceEscondidoCaliforniaUSA
| | - Frances E. C. Stewart
- School of Environmental StudiesUniversity of VictoriaVictoriaBritish ColumbiaCanada
- Department of BiologyWilfrid Laurier UniversityWaterlooOntarioCanada
| | - Jonas Stiegler
- Plant Ecology and Nature ConservationUniversity of PotsdamPotsdamGermany
| | - Olav Strand
- Norwegian Institute for Nature ResearchTrondheimNorway
| | | | - Nathan J. Svoboda
- Carnivore Ecology Laboratory, Forest and Wildlife Research CenterMississippi State UniversityMississippi StateMississippiUSA
- Alaska Department of Fish and GameKodiakAlaskaUSA
| | - Wiebke Ullmann
- Plant Ecology and Nature ConservationUniversity of PotsdamPotsdamGermany
| | - Ulrich Voigt
- Institute for Terrestrial and Aquatic Wildlife ResearchUniversity of Veterinary Medicine Hannover FoundationHannoverGermany
| | | | - Martin Wikelski
- Department of MigrationMax Planck Institute of Animal BehaviorRadolfzellGermany
- Centre for the Advanced Study of Collective BehaviourUniversity of KonstanzConstanceGermany
| | - Christopher C. Wilmers
- Center for Integrated Spatial Research, Environmental Studies DepartmentUniversity of CaliforniaSanta CruzCaliforniaUSA
| | | | | | - Aafke M. Schipper
- Department of Environmental ScienceInstitute for Wetland and Water Research, Faculty of Science, Radboud UniversityNijmegenThe Netherlands
- PBL Netherlands Environmental Assessment AgencyThe HagueThe Netherlands
| | - Marlee A. Tucker
- Department of Environmental ScienceInstitute for Wetland and Water Research, Faculty of Science, Radboud UniversityNijmegenThe Netherlands
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7
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Louvrier J, Molinari-Jobin A, Kéry M, Chambert T, Miller D, Zimmermann F, Marboutin E, Molinari P, Müeller O, Černe R, Gimenez O. Use of ambiguous detections to improve estimates from species distribution models. Conserv Biol 2019; 33:185-195. [PMID: 30009479 DOI: 10.1111/cobi.13191] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/29/2017] [Revised: 06/20/2018] [Accepted: 07/10/2018] [Indexed: 06/08/2023]
Abstract
As large carnivores recover throughout Europe, their distribution needs to be studied to determine their conservation status and assess the potential for human-carnivore conflicts. However, efficient monitoring of many large carnivore species is challenging due to their rarity, elusive behavior, and large home ranges. Their monitoring can include opportunistic sightings from citizens in addition to designed surveys. Two types of detection errors may occur in such monitoring schemes: false negatives and false positives. False-negative detections can be accounted for in species distribution models (SDMs) that deal with imperfect detection. False-positive detections, due to species misidentification, have rarely been accounted for in SDMs. Generally, researchers use ad hoc data-filtering methods to discard ambiguous observations prior to analysis. These practices may discard valuable ecological information on the distribution of a species. We investigated the costs and benefits of including data types that may include false positives rather than discarding them for SDMs of large carnivores. We used a dynamic occupancy model that simultaneously accounts for false negatives and positives to jointly analyze data that included both unambiguous detections and ambiguous detections. We used simulations to compare the performances of our model with a model fitted on unambiguous data only. We tested the 2 models in 4 scenarios in which parameters that control false-positive detections and true detections varied. We applied our model to data from the monitoring of the Eurasian lynx (Lynx lynx) in the European Alps. The addition of ambiguous detections increased the precision of parameter estimates. For the Eurasian lynx, incorporating ambiguous detections produced more precise estimates of the ecological parameters and revealed additional occupied sites in areas where the species is likely expanding. Overall, we found that ambiguous data should be considered when studying the distribution of large carnivores through the use of dynamic occupancy models that account for misidentification.
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Affiliation(s)
- Julie Louvrier
- CEFE, Univ Montpellier, CNRS, Univ Paul Valéry Montpellier 3, EPHE, IRD, Montpellier, France
- Office National de la Chasse et de la Faune Sauvage, CNERA prédateurs et animaux déprédateurs, Parc Micropolis, 05000, Gap, France
| | | | - Marc Kéry
- Swiss Ornithological Institute, 6204, Sempach, Switzerland
| | - Thierry Chambert
- CEFE, Univ Montpellier, CNRS, Univ Paul Valéry Montpellier 3, EPHE, IRD, Montpellier, France
| | - David Miller
- Department of Ecosystem Science and Management, Pennsylvania State University, University Park, PA, 16802, U.S.A
| | | | | | | | | | - Rok Černe
- Slovenia Forest Service, Ljubljana, Slovenia
| | - Olivier Gimenez
- CEFE, Univ Montpellier, CNRS, Univ Paul Valéry Montpellier 3, EPHE, IRD, Montpellier, France
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8
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Molinari-Jobin A, Kéry M, Marboutin E, Marucco F, Zimmermann F, Molinari P, Frick H, Fuxjäger C, Wölfl S, Bled F, Breitenmoser-Würsten C, Kos I, Wölfl M, Černe R, Müller O, Breitenmoser U. Mapping range dynamics from opportunistic data: spatiotemporal modelling of the lynx distribution in the Alps over 21 years. Anim Conserv 2017. [DOI: 10.1111/acv.12369] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
| | - M. Kéry
- Swiss Ornithological Institute; Sempach Switzerland
| | | | - F. Marucco
- Centro Conservazione e Gestione Grandi Carnivori; Cuneo Italy
| | | | | | - H. Frick
- Office of Environment; Vaduz Liechtenstein
| | | | - S. Wölfl
- Lynx Project Bavaria; Lam Germany
| | - F. Bled
- Carnivore Ecology Laboratory; Mississippi State University; Mississippi State MS USA
| | | | - I. Kos
- University of Ljubljana; Ljubljana Slovenia
| | - M. Wölfl
- Bavarian Agency of Environment; Hof Germany
| | - R. Černe
- Slovenia Forest Service; Ljubljana Slovenia
| | - O. Müller
- Office of Environment; Vaduz Liechtenstein
| | - U. Breitenmoser
- Center for Fish and Wildlife Health; University of Berne; Bern Switzerland
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