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Atmeh K, Bonenfant C, Gaillard JM, Garel M, Hewison AJM, Marchand P, Morellet N, Anderwald P, Buuveibaatar B, Beck JL, Becker MS, van Beest FM, Berg J, Bergvall UA, Boone RB, Boyce MS, Chamaillé-Jammes S, Chaval Y, Buyanaa C, Christianson D, Ciuti S, Côté SD, Diefenbach DR, Droge E, du Toit JT, Dwinnell S, Fennessy J, Filli F, Fortin D, Hart EE, Hayes M, Hebblewhite M, Heim M, Herfindal I, Heurich M, von Hoermann C, Huggler K, Jackson C, Jakes AF, Jones PF, Kaczensky P, Kauffman M, Kjellander P, LaSharr T, Loe LE, May R, McLoughlin P, Meisingset EL, Merrill E, Monteith KL, Mueller T, Mysterud A, Nandintsetseg D, Olson K, Payne J, Pearson S, Pedersen ÅØ, Ranglack D, Reinking AK, Rempfler T, Rice CG, Røskaft E, Sæther BE, Saïd S, Santacreu H, Schmidt NM, Smit D, Stabach JA, St-Laurent MH, Taillon J, Walter WD, White K, Péron G, Loison A. Neonatal antipredator tactics shape female movement patterns in large herbivores. Nat Ecol Evol 2025; 9:142-152. [PMID: 39633040 DOI: 10.1038/s41559-024-02565-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Accepted: 09/16/2024] [Indexed: 12/07/2024]
Abstract
Caring for newborn offspring hampers resource acquisition of mammalian females, curbing their ability to meet the high energy expenditure of early lactation. Newborns are particularly vulnerable, and, among the large herbivores, ungulates have evolved a continuum of neonatal antipredator tactics, ranging from immobile hider (such as roe deer fawns or impala calves) to highly mobile follower offspring (such as reindeer calves or chamois kids). How these tactics constrain female movements around parturition is unknown, particularly within the current context of increasing habitat fragmentation and earlier plant phenology caused by global warming. Here, using a comparative analysis across 54 populations of 23 species of large herbivores from 5 ungulate families (Bovidae, Cervidae, Equidae, Antilocapridae and Giraffidae), we show that mothers adjust their movements to variation in resource productivity and heterogeneity according to their offspring's neonatal tactic. Mothers with hider offspring are unable to exploit environments where the variability of resources occurs at a broad scale, which might alter resource allocation compared with mothers with follower offspring. Our findings reveal that the overlooked neonatal tactic plays a key role for predicting how species are coping with environmental variation.
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Affiliation(s)
- Kamal Atmeh
- Laboratoire 'Biométrie et Biologie Évolutive', UMR CNRS 5558, Université Claude Bernard Lyon 1, Villeurbanne, France
- Laboratoire d'Écologie Alpine, UMR UGA-USMB-CNRS 5553, Université de Savoie Mont-Blanc, Le Bourget-du-Lac, France
| | - Christophe Bonenfant
- Laboratoire 'Biométrie et Biologie Évolutive', UMR CNRS 5558, Université Claude Bernard Lyon 1, Villeurbanne, France
| | - Jean-Michel Gaillard
- Laboratoire 'Biométrie et Biologie Évolutive', UMR CNRS 5558, Université Claude Bernard Lyon 1, Villeurbanne, France
| | - Mathieu Garel
- Direction de la Recherche et de l'Appui Scientifique, Service Anthropisation et Fonctionnement des Écosystèmes Terrestres, Office Français de la Biodiversité, Gières, France
| | | | - Pascal Marchand
- Direction de la Recherche et de l'Appui Scientifique, Service Anthropisation et Fonctionnement des Écosystèmes Terrestres, Office Français de la Biodiversité, Juvignac, France
| | - Nicolas Morellet
- Université de Toulouse, INRAE, CEFS, Castanet-Tolosan, France
- LTSER ZA PYRénées GARonne, Auzeville-Tolosane, France
| | | | | | - Jeffrey L Beck
- Department of Ecosystem Science and Management, University of Wyoming, Laramie, WY, USA
| | - Matthew S Becker
- Department of Ecology, Montana State University, Bozeman, MT, USA
| | | | - Jodi Berg
- Department of Biological Sciences, University of Alberta, Edmonton, Alberta, Canada
| | - Ulrika A Bergvall
- Department of Ecology, Grimsö Wildlife Research Station, Swedish University of Agricultural Sciences, Riddarhyttan, Sweden
| | - Randall B Boone
- Department of Ecosystem Science and Sustainability, Colorado State University, Fort Collins, CO, USA
| | - Mark S Boyce
- Department of Biological Sciences, University of Alberta, Edmonton, Alberta, Canada
| | - Simon Chamaillé-Jammes
- CEFE, Université de Montpellier, CNRS, EPHE, IRD, Montpellier, France
- LTSER France, Zone Atelier Hwange, CNRS, Hwange National Park, Dete, Zimbabwe
- Mammal Research Institute, Department of Zoology and Entomology, University of Pretoria, Pretoria, South Africa
| | - Yannick Chaval
- Université de Toulouse, INRAE, CEFS, Castanet-Tolosan, France
- LTSER ZA PYRénées GARonne, Auzeville-Tolosane, France
| | - Chimeddorj Buyanaa
- Mongolia Program Office, World Wide Fund for Nature, Ulaanbaatar, Mongolia
| | - David Christianson
- Department of Ecosystem Science and Management, University of Wyoming, Laramie, WY, USA
| | - Simone Ciuti
- Laboratory of Wildlife Ecology and Behaviour, School of Biology and Environmental Science, University College Dublin, Dublin, Ireland
| | - Steeve D Côté
- Department of Biology, Centre d'Études Nordiques, Université Laval, Quebec, Quebec, Canada
| | - Duane R Diefenbach
- US Geological Survey, Pennsylvania Cooperative Fish and Wildlife Research Unit, The Pennsylvania State University, University Park, PA, USA
| | - Egil Droge
- WildCRU, Department of Biology, University of Oxford, Tubney, UK
| | - Johan T du Toit
- Mammal Research Institute, Department of Zoology and Entomology, University of Pretoria, Pretoria, South Africa
- Institute of Zoology, Zoological Society of London, London, UK
- Department of Wildland Resources, Utah State University, Logan, UT, USA
| | - Samantha Dwinnell
- Haub School of Environment and Natural Resources, University of Wyoming, Laramie, WY, USA
| | - Julian Fennessy
- Laboratory of Wildlife Ecology and Behaviour, School of Biology and Environmental Science, University College Dublin, Dublin, Ireland
- Giraffe Conservation Foundation, Windhoek, Namibia
| | | | - Daniel Fortin
- Department of Biology, Center for Forest Research, Université Laval, Quebec, Quebec, Canada
| | - Emma E Hart
- Habitats Research Centre, Oysterhaven, Ireland
| | - Matthew Hayes
- Haub School of Environment and Natural Resources, University of Wyoming, Laramie, WY, USA
| | - Mark Hebblewhite
- Wildlife Biology Program, Department of Ecosystem and Conservation Sciences, Franke College of Forestry and Conservation, University of Montana, Missoula, MT, USA
| | - Morten Heim
- Department of Terrestrial Ecology, Norwegian Institute for Nature Research, Trondheim, Norway
| | - Ivar Herfindal
- Gjærevoll Centre for Biodiversity Foresight Analyses, Norwegian University of Science and Technology, Trondheim, Norway
| | - Marco Heurich
- Department of National Park Monitoring and Animal Management, Bavarian Forest National Park, Grafenau, Germany
- Faculty of Environment and Natural Resources, University of Freiburg, Freiburg, Germany
- Department of Forestry and Wildlife Management, Inland Norway University of Applied Sciences, Koppang, Norway
| | - Christian von Hoermann
- Field Station Fabrikschleichach, Department of Animal Ecology and Tropical Biology, University of Würzburg, Rauhenebrach, Germany
| | - Katey Huggler
- Haub School of Environment and Natural Resources, University of Wyoming, Laramie, WY, USA
| | - Craig Jackson
- Department of Terrestrial Ecology, Norwegian Institute for Nature Research, Trondheim, Norway
| | - Andrew F Jakes
- Wyoming Migration Initiative, Wyoming Cooperative Fish and Wildlife Research Unit, University of Wyoming, Laramie, WY, USA
| | - Paul F Jones
- Alberta Conservation Association, Lethbridge, Alberta, Canada
| | - Petra Kaczensky
- Department of Forestry and Wildlife Management, Inland Norway University of Applied Sciences, Koppang, Norway
- Research Institute of Wildlife Ecology, University of Veterinary Medicine Vienna, Vienna, Austria
| | - Matthew Kauffman
- US Geological Survey, Wyoming Cooperative Fish and Wildlife Research Unit, Department of Zoology and Physiology, University of Wyoming, Laramie, WY, USA
| | - Petter Kjellander
- Department of Ecology, Grimsö Wildlife Research Station, Swedish University of Agricultural Sciences, Riddarhyttan, Sweden
| | - Tayler LaSharr
- Haub School of Environment and Natural Resources, University of Wyoming, Laramie, WY, USA
| | - Leif Egil Loe
- Faculty of Environmental Sciences and Natural Resource Management, Norwegian University of Life Sciences, Ås, Norway
| | - Roel May
- Department of Terrestrial Ecology, Norwegian Institute for Nature Research, Trondheim, Norway
| | - Philip McLoughlin
- Department of Biology, University of Saskatchewan, Saskatoon, Saskatchewan, Canada
| | - Erling L Meisingset
- Department of Forestry and Forestry Resources, Norwegian Institute of Bioeconomy Research, Tingvoll, Norway
| | - Evelyn Merrill
- Department of Biological Sciences, University of Alberta, Edmonton, Alberta, Canada
| | - Kevin L Monteith
- Haub School of Environment and Natural Resources, University of Wyoming, Laramie, WY, USA
| | - Thomas Mueller
- Senckenberg Biodiversity and Climate Research Centre, Senckenberg Gesellschaft für Naturforschung, Frankfurt am Main, Germany
| | - Atle Mysterud
- Centre for Ecological and Evolutionary Synthesis, Department of Biosciences, University of Oslo, Oslo, Norway
| | - Dejid Nandintsetseg
- Senckenberg Biodiversity and Climate Research Centre, Senckenberg Gesellschaft für Naturforschung, Frankfurt am Main, Germany
| | - Kirk Olson
- Conservation Ecology Center, Smithsonian National Zoo and Conservation Biology Institute, Front Royal, VA, USA
| | - John Payne
- Research Institute of Wildlife Ecology, University of Veterinary Medicine Vienna, Vienna, Austria
- Blue Dot Research, LLC, Vashon, WA, USA
| | - Scott Pearson
- Wildlife Research Division, Washington Department of Fish and Wildlife, Olympia, WA, USA
| | | | - Dustin Ranglack
- Department of Biology, University of Nebraska at Kearney, Kearney, NE, USA
- Utah Field Station, USDA APHIS WS National Wildlife Research Center, Millville, UT, USA
| | - Adele K Reinking
- Department of Ecosystem Science and Management, University of Wyoming, Laramie, WY, USA
- Cooperative Institute for Research in the Atmosphere, Colorado State University, Fort Collins, CO, USA
| | | | - Clifford G Rice
- Wildlife Research Division, Washington Department of Fish and Wildlife, Olympia, WA, USA
| | - Eivin Røskaft
- Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Bernt-Erik Sæther
- Department of Biology, Centre for Biodiversity Dynamics, Norwegian University of Science and Technology, Trondheim, Norway
| | - Sonia Saïd
- Direction de la Recherche et de l'Appui Scientifique, Service Conservation et Gestion des Espèces à Enjeux, Office Français de la Biodiversité, Birieux, France
| | - Hugo Santacreu
- Université de Toulouse, INRAE, CEFS, Castanet-Tolosan, France
| | | | - Daan Smit
- Zambian Carnivore Programme, Mfuwe, Zambia
| | - Jared A Stabach
- Conservation Ecology Center, Smithsonian National Zoo and Conservation Biology Institute, Front Royal, VA, USA
| | - Martin-Hugues St-Laurent
- Centre for Forest Research, Centre for Northern Studies, Université du Québec à Rimouski, Rimouski, Quebec, Canada
| | - Joëlle Taillon
- Ministère de l'Environnement, de la Lutte contre les Changements Climatiques, de la Faune et des Parcs, Gouvernement du Québec, Quebec, Quebec, Canada
| | - W David Walter
- WildCRU, Department of Biology, University of Oxford, Tubney, UK
| | - Kevin White
- Division of Wildlife Conservation, Alaska Department of Fish and Game, Juneau, AK, USA
| | - Guillaume Péron
- Laboratoire 'Biométrie et Biologie Évolutive', UMR CNRS 5558, Université Claude Bernard Lyon 1, Villeurbanne, France
| | - Anne Loison
- Laboratoire d'Écologie Alpine, UMR UGA-USMB-CNRS 5553, Université de Savoie Mont-Blanc, Le Bourget-du-Lac, France.
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Noonan MJ, Fleming CH, Akre TS, Drescher-Lehman J, Gurarie E, Harrison AL, Kays R, Calabrese JM. Scale-insensitive estimation of speed and distance traveled from animal tracking data. MOVEMENT ECOLOGY 2019; 7:35. [PMID: 31788314 PMCID: PMC6858693 DOI: 10.1186/s40462-019-0177-1] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/23/2019] [Accepted: 10/01/2019] [Indexed: 06/10/2023]
Abstract
BACKGROUND Speed and distance traveled provide quantifiable links between behavior and energetics, and are among the metrics most routinely estimated from animal tracking data. Researchers typically sum over the straight-line displacements (SLDs) between sampled locations to quantify distance traveled, while speed is estimated by dividing these displacements by time. Problematically, this approach is highly sensitive to the measurement scale, with biases subject to the sampling frequency, the tortuosity of the animal's movement, and the amount of measurement error. Compounding the issue of scale-sensitivity, SLD estimates do not come equipped with confidence intervals to quantify their uncertainty. METHODS To overcome the limitations of SLD estimation, we outline a continuous-time speed and distance (CTSD) estimation method. An inherent property of working in continuous-time is the ability to separate the underlying continuous-time movement process from the discrete-time sampling process, making these models less sensitive to the sampling schedule when estimating parameters. The first step of CTSD is to estimate the device's error parameters to calibrate the measurement error. Once the errors have been calibrated, model selection techniques are employed to identify the best fit continuous-time movement model for the data. A simulation-based approach is then employed to sample from the distribution of trajectories conditional on the data, from which the mean speed estimate and its confidence intervals can be extracted. RESULTS Using simulated data, we demonstrate how CTSD provides accurate, scale-insensitive estimates with reliable confidence intervals. When applied to empirical GPS data, we found that SLD estimates varied substantially with sampling frequency, whereas CTSD provided relatively consistent estimates, with often dramatic improvements over SLD. CONCLUSIONS The methods described in this study allow for the computationally efficient, scale-insensitive estimation of speed and distance traveled, without biases due to the sampling frequency, the tortuosity of the animal's movement, or the amount of measurement error. In addition to being robust to the sampling schedule, the point estimates come equipped with confidence intervals, permitting formal statistical inference. All the methods developed in this study are now freely available in the ctmmR package or the ctmmweb point-and-click web based graphical user interface.
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Affiliation(s)
- Michael J. Noonan
- Smithsonian Conservation Biology Institute, National Zoological Park, 1500 Remount Rd, Front Royal, 22630 USA
- Department of Biology, University of Maryland, College Park, 20742 USA
| | - Christen H. Fleming
- Smithsonian Conservation Biology Institute, National Zoological Park, 1500 Remount Rd, Front Royal, 22630 USA
- Department of Biology, University of Maryland, College Park, 20742 USA
| | - Thomas S. Akre
- Smithsonian Conservation Biology Institute, National Zoological Park, 1500 Remount Rd, Front Royal, 22630 USA
| | - Jonathan Drescher-Lehman
- Smithsonian Conservation Biology Institute, National Zoological Park, 1500 Remount Rd, Front Royal, 22630 USA
- Department of Biology, George Mason University, 4400 University Drive, Fairfax, 22030 USA
| | - Eliezer Gurarie
- Department of Biology, University of Maryland, College Park, 20742 USA
| | - Autumn-Lynn Harrison
- Migratory Bird Center, Smithsonian Conservation Biology Institute, National Zoological Park, Washington, DC, 20008 USA
| | - Roland Kays
- North Carolina Museum of Natural Sciences, Biodiversity Lab, Raleigh, 27601 USA
- Department of Forestry & Environmental Resources, North Carolina State University, 4400 University Drive, Raleigh, 27695 USA
| | - Justin M. Calabrese
- Smithsonian Conservation Biology Institute, National Zoological Park, 1500 Remount Rd, Front Royal, 22630 USA
- Department of Biology, University of Maryland, College Park, 20742 USA
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9
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Morato RG, Stabach JA, Fleming CH, Calabrese JM, De Paula RC, Ferraz KMPM, Kantek DLZ, Miyazaki SS, Pereira TDC, Araujo GR, Paviolo A, De Angelo C, Di Bitetti MS, Cruz P, Lima F, Cullen L, Sana DA, Ramalho EE, Carvalho MM, Soares FHS, Zimbres B, Silva MX, Moraes MDF, Vogliotti A, May JA, Haberfeld M, Rampim L, Sartorello L, Ribeiro MC, Leimgruber P. Space Use and Movement of a Neotropical Top Predator: The Endangered Jaguar. PLoS One 2016; 11:e0168176. [PMID: 28030568 PMCID: PMC5193337 DOI: 10.1371/journal.pone.0168176] [Citation(s) in RCA: 61] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2016] [Accepted: 11/25/2016] [Indexed: 11/19/2022] Open
Abstract
Accurately estimating home range and understanding movement behavior can provide important information on ecological processes. Advances in data collection and analysis have improved our ability to estimate home range and movement parameters, both of which have the potential to impact species conservation. Fitting continuous-time movement model to data and incorporating the autocorrelated kernel density estimator (AKDE), we investigated range residency of forty-four jaguars fit with GPS collars across five biomes in Brazil and Argentina. We assessed home range and movement parameters of range resident animals and compared AKDE estimates with kernel density estimates (KDE). We accounted for differential space use and movement among individuals, sex, region, and habitat quality. Thirty-three (80%) of collared jaguars were range resident. Home range estimates using AKDE were 1.02 to 4.80 times larger than KDE estimates that did not consider autocorrelation. Males exhibited larger home ranges, more directional movement paths, and a trend towards larger distances traveled per day. Jaguars with the largest home ranges occupied the Atlantic Forest, a biome with high levels of deforestation and high human population density. Our results fill a gap in the knowledge of the species' ecology with an aim towards better conservation of this endangered/critically endangered carnivore-the top predator in the Neotropics.
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Affiliation(s)
- Ronaldo G. Morato
- Centro Nacional de Pesquisa e Conservação de Mamíferos Carnívoros, Instituto Chico Mendes de Conservação da Biodiversidade, Atibaia, São Paulo, Brazil
- Conservation Ecology Center, Smithsonian Conservation Biology Institute, National Zoological Park, Front Royal, Virginia, United States of America
- Instituto Pró-Carnívoros, Atibaia, São Paulo, Brazil
| | - Jared A. Stabach
- Conservation Ecology Center, Smithsonian Conservation Biology Institute, National Zoological Park, Front Royal, Virginia, United States of America
| | - Chris H. Fleming
- Conservation Ecology Center, Smithsonian Conservation Biology Institute, National Zoological Park, Front Royal, Virginia, United States of America
| | - Justin M. Calabrese
- Conservation Ecology Center, Smithsonian Conservation Biology Institute, National Zoological Park, Front Royal, Virginia, United States of America
| | - Rogério C. De Paula
- Centro Nacional de Pesquisa e Conservação de Mamíferos Carnívoros, Instituto Chico Mendes de Conservação da Biodiversidade, Atibaia, São Paulo, Brazil
- Instituto Pró-Carnívoros, Atibaia, São Paulo, Brazil
| | - Kátia M. P. M. Ferraz
- Instituto Pró-Carnívoros, Atibaia, São Paulo, Brazil
- Escola Superior de Agricultura “Luiz de Queiroz”, Universidade de São Paulo, Piracicaba, Brazil
| | - Daniel L. Z. Kantek
- Estação Ecológica Taiamã, Instituto Chico Mendes de Conservação da Biodiversidade, Cáceres, Mato Grosso, Brazil
| | - Selma S. Miyazaki
- Estação Ecológica Taiamã, Instituto Chico Mendes de Conservação da Biodiversidade, Cáceres, Mato Grosso, Brazil
| | - Thadeu D. C. Pereira
- Estação Ecológica Taiamã, Instituto Chico Mendes de Conservação da Biodiversidade, Cáceres, Mato Grosso, Brazil
| | - Gediendson R. Araujo
- Departamento de Medicina Veterinária, Universidade Federal de Viçosa, Viçosa, Minas Gerais, Brazil
| | - Agustin Paviolo
- Instituto de Biología Subtropical, Universidad Nacional de Misiones and CONICET, Puerto Iguazú, Argentina
| | - Carlos De Angelo
- Instituto de Biología Subtropical, Universidad Nacional de Misiones and CONICET, Puerto Iguazú, Argentina
| | - Mario S. Di Bitetti
- Instituto de Biología Subtropical, Universidad Nacional de Misiones and CONICET, Puerto Iguazú, Argentina
| | - Paula Cruz
- Instituto de Biología Subtropical, Universidad Nacional de Misiones and CONICET, Puerto Iguazú, Argentina
| | - Fernando Lima
- IPÊ – Instituto de Pesquisas Ecológicas, Nazaré Paulista, São Paulo, Brazil
- Laboratório de Ecologia Espacial e Conservação, Instituto de Biociências, Univesidade Estadual de São Paulo, Rio Claro, São Paulo, Brazil
| | - Laury Cullen
- IPÊ – Instituto de Pesquisas Ecológicas, Nazaré Paulista, São Paulo, Brazil
| | - Denis A. Sana
- Instituto Pró-Carnívoros, Atibaia, São Paulo, Brazil
- Programa de Pós-graduação em Ecologia, Universidade Federal do Rio Grande do Sul, Porto Alegre, Rio Grande do Sul, Brazil
| | - Emiliano E. Ramalho
- Instituto Pró-Carnívoros, Atibaia, São Paulo, Brazil
- Instituto de Desenvolvimento Sustentável Mamirauá, Tefé, Amazonas, Brazil
| | - Marina M. Carvalho
- Instituto de Defesa e Preservação dos Felídeos Brasileiros, Corumbá de Goiás, Goiás, Brazil
| | - Fábio H. S. Soares
- Instituto de Defesa e Preservação dos Felídeos Brasileiros, Corumbá de Goiás, Goiás, Brazil
| | - Barbara Zimbres
- Programa de Pós Graduação em Zoologia, Instituto de Ciências Biológicas, Universidade de Brasília, Federal District, Brazil
| | - Marina X. Silva
- Projeto Carnívoros do Iguaçu, Parque Nacional do Iguaçu, Instituto Chico Mendes de Conservação da Biodiversidade, Foz do Iguaçu, Paraná, Brazil
| | - Marcela D. F. Moraes
- Projeto Carnívoros do Iguaçu, Parque Nacional do Iguaçu, Instituto Chico Mendes de Conservação da Biodiversidade, Foz do Iguaçu, Paraná, Brazil
| | - Alexandre Vogliotti
- Instituto Pró-Carnívoros, Atibaia, São Paulo, Brazil
- Universidade Federal da Integração Latino-Americana, Foz do Iguaçu, Paraná, Brazil
| | - Joares A. May
- Projeto Onçafari Miranda, Mato Grosso do Sul, Brazil
| | | | - Lilian Rampim
- Projeto Onçafari Miranda, Mato Grosso do Sul, Brazil
| | | | - Milton C. Ribeiro
- Laboratório de Ecologia Espacial e Conservação, Instituto de Biociências, Univesidade Estadual de São Paulo, Rio Claro, São Paulo, Brazil
| | - Peter Leimgruber
- Conservation Ecology Center, Smithsonian Conservation Biology Institute, National Zoological Park, Front Royal, Virginia, United States of America
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