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Wilkinson CE, Xu W, Luneng Solli A, Brashares JS, Chepkisich C, Osuka G, Kelly M. Social-ecological predictors of spotted hyena navigation through a shared landscape. Ecol Evol 2024; 14:e11293. [PMID: 38709888 PMCID: PMC11045923 DOI: 10.1002/ece3.11293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Revised: 02/29/2024] [Accepted: 04/04/2024] [Indexed: 05/08/2024] Open
Abstract
Human-wildlife interactions are increasing in severity due to climate change and proliferating urbanization. Regions where human infrastructure and activity are rapidly densifying or newly appearing constitute novel environments in which wildlife must learn to coexist with people, thereby serving as ideal case studies with which to infer future human-wildlife interactions in shared landscapes. As a widely reviled and behaviorally plastic apex predator, the spotted hyena (Crocuta crocuta) is a model species for understanding how large carnivores navigate these human-caused 'landscapes of fear' in a changing world. Using high-resolution GPS collar data, we applied resource selection functions and step selection functions to assess spotted hyena landscape navigation and fine-scale movement decisions in relation to social-ecological features in a rapidly developing region comprising two protected areas: Lake Nakuru National Park and Soysambu Conservancy, Kenya. We then used camera trap imagery and Barrier Behavior Analysis (BaBA) to further examine hyena interactions with barriers. Our results show that environmental factors, linear infrastructure, human-carnivore conflict hotspots, and human tolerance were all important predictors for landscape-scale resource selection by hyenas, while human experience elements were less important for fine-scale hyena movement decisions. Hyena selection for these characteristics also changed seasonally and across land management types. Camera traps documented an exceptionally high number of individual spotted hyenas (234) approaching the national park fence at 16 sites during the study period, and BaBA results suggested that hyenas perceive protected area boundaries' semi-permeable electric fences as risky but may cross them out of necessity. Our findings highlight that the ability of carnivores to flexibly respond within human-caused landscapes of fear may be expressed differently depending on context, scale, and climatic factors. These results also point to the need to incorporate societal factors into multiscale analyses of wildlife movement to effectively plan for human-wildlife coexistence.
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Affiliation(s)
- Christine E. Wilkinson
- Department of Environmental Science, Policy, and ManagementUniversity of California, BerkeleyBerkeleyCaliforniaUSA
- California Academy of SciencesSan FranciscoCaliforniaUSA
| | - Wenjing Xu
- Department of Environmental Science, Policy, and ManagementUniversity of California, BerkeleyBerkeleyCaliforniaUSA
| | - Amalie Luneng Solli
- School of Veterinary ScienceUniversity of California, DavisDavisCaliforniaUSA
| | - Justin S. Brashares
- Department of Environmental Science, Policy, and ManagementUniversity of California, BerkeleyBerkeleyCaliforniaUSA
| | | | - Gerald Osuka
- Department of Natural ResourcesEgerton UniversityNakuruKenya
| | - Maggi Kelly
- Department of Environmental Science, Policy, and ManagementUniversity of California, BerkeleyBerkeleyCaliforniaUSA
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Ashbrook S, Hapeman P. American marten occupancy and activity patterns at the southern extent of their range in the eastern United States. Ecol Evol 2024; 14:e10904. [PMID: 38322003 PMCID: PMC10844684 DOI: 10.1002/ece3.10904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 11/27/2023] [Accepted: 12/10/2023] [Indexed: 02/08/2024] Open
Abstract
The relatively recent rediscovery of an American marten (Martes americana) population that was reintroduced over 30 years ago in southern Vermont provides an opportunity to investigate the relative importance of other mesocarnivores, and forest stand (e.g., DBH, downed logs, vertical structure) and habitat variables to their presence on the Green Mountain National Forest. Marten are state-listed as an endangered species in Vermont and occur there at the southern extent of their range in the eastern United States. We collected detection data from camera surveys in 5 km2 units between 2019 and 2021 (December-April; n = 40 units, 238 cameras). We examined activity patterns and applied an occupancy modeling framework to the detection data to assess the relative importance of covariates at unit and camera levels and assess interactions of marten with other mesocarnivores. We did not find any unit-level occupancy models with significant covariates that were better supported than the base model in the single-season unit-level analysis. Distance to the nearest release site was the covariate most supported for detectability at both spatial scales, and marten occupancy at the camera level was positively influenced by the amount of canopy cover. Two species interaction models did not indicate any positive or negative association beyond random with other mesocarnivores and activity patterns among mesocarnivores had substantial overlap. Marten recovery since the time of the reintroduction appears slow, and even 30 years later, the marten distribution is limited and suggests that dispersal is restricted at some level. We recommend a further investigation of the possible impact of other mesocarnivores to juvenile survival or other vital demographic rate (e.g., recruitment) in marten that were not explicitly measured in this study.
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Affiliation(s)
- Sarah Ashbrook
- Department of BiologyCentral Connecticut State UniversityNew BritainConnecticutUSA
| | - Paul Hapeman
- Department of BiologyCentral Connecticut State UniversityNew BritainConnecticutUSA
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Kays R, Hirsch B, Caillaud D, Mares R, Alavi S, Havmøller RW, Crofoot M. Multi-scale movement syndromes for comparative analyses of animal movement patterns. MOVEMENT ECOLOGY 2023; 11:61. [PMID: 37794525 PMCID: PMC10552421 DOI: 10.1186/s40462-022-00365-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 12/31/2022] [Indexed: 10/06/2023]
Abstract
BACKGROUND Animal movement is a behavioral trait shaped by the need to find food and suitable habitat, avoid predators, and reproduce. Using high-resolution tracking data, it is possible to describe movement in greater detail than ever before, which has led to many discoveries about the behavioral strategies of particular species. Recently, enough data been become available to enable a comparative approach, which has the potential to uncover general causes and consequences of variation in movement patterns, but which must be scale specific. METHODS Here we introduce a new multi-scale movement syndrome (MSMS) framework for describing and comparing animal movements and use it to explore the behavior of four sympatric mammals. MSMS incorporates four hierarchical scales of animal movement: (1) fine-scale movement steps which accumulate into (2) daily paths which then, over weeks or months, form a (3) life-history phase. Finally, (4) the lifetime track of an individual consists of multiple life-history phases connected by dispersal or migration events. We suggest a series of metrics to describe patterns of movement at each of these scales and use the first three scales of this framework to compare the movement of 46 animals from four frugivorous mammal species. RESULTS While subtle differences exist between the four species in their step-level movements, they cluster into three distinct movement syndromes in both path- and life-history phase level analyses. Differences in feeding ecology were a better predictor of movement patterns than a species' locomotory or sensory adaptations. CONCLUSIONS Given the role these species play as seed dispersers, these movement syndromes could have important ecosystem implications by affecting the pattern of seed deposition. This multiscale approach provides a hierarchical framework for comparing animal movement for addressing ecological and evolutionary questions. It parallels scales of analyses for resource selection functions, offering the potential to connect movement process with emergent patterns of space use.
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Affiliation(s)
- Roland Kays
- Smithsonian Tropical Research Institute, Balboa, Republic of Panama.
- North Carolina Museum of Natural Sciences, Raleigh, NC, USA.
- Department of Forestry and Environmental Resources, North Carolina State University, Raleigh, NC, USA.
| | - Ben Hirsch
- Smithsonian Tropical Research Institute, Balboa, Republic of Panama
- College of Science and Engineering, James Cook University, Townsville, QLD, Australia
| | - Damien Caillaud
- Department of Anthropology, University of California, Davis, CA, USA
| | - Rafael Mares
- Smithsonian Tropical Research Institute, Balboa, Republic of Panama
- School of Biological Sciences, University of Bristol, Bristol, UK
| | - Shauhin Alavi
- Department for the Ecology of Animal Societies, Max Planck Institute of Animal Behavior, Constance, Germany
| | - Rasmus Worsøe Havmøller
- Department of Anthropology, University of California, Davis, CA, USA
- Department for the Ecology of Animal Societies, Max Planck Institute of Animal Behavior, Constance, Germany
- Research and Collections, Natural History Museum of Denmark, University of Copenhagen, Copenhagen, Denmark
| | - Margaret Crofoot
- Smithsonian Tropical Research Institute, Balboa, Republic of Panama.
- Department of Anthropology, University of California, Davis, CA, USA.
- Department for the Ecology of Animal Societies, Max Planck Institute of Animal Behavior, Constance, Germany.
- Department of Biology, University of Konstanz, Constance, Germany.
- Center for the Advanced Study of Collective Behavior, University of Konstanz, Constance, Germany.
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Bakner NW, Collier BA, Chamberlain MJ. Behavioral-dependent recursive movements and implications for resource selection. Sci Rep 2023; 13:16632. [PMID: 37789205 PMCID: PMC10547709 DOI: 10.1038/s41598-023-43907-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Accepted: 09/29/2023] [Indexed: 10/05/2023] Open
Abstract
Within home ranges, animals repeatedly visit certain areas. Recursive movement patterns are widespread throughout the animal kingdom, but are rarely considered when developing resource selection models. We examined how behavioral state-dependent recursive movements influenced reource selection of eastern wild turkey (Meleagris gallopavo silvestris) broods as they aged from day 1 to 28. Because broods become more plastic in behaviors once they begin roosting off the ground, we separated data into broods that were ground roosting (1-13 days) and tree roosting (14-28 days). We used Hidden Markov Models to identify 2 behavioral states (restricted and mobile). We extracted state-specific recursive movements based on states and specific step lengths, which we integrated into a step selection analysis to evaluate resource selection. We found that in a restricted state, ground roosting broods spent less time in areas of mixed pine-hardwoods and more time in areas with greater vegetation density. Tree roosting broods revisited areas closer to shrub/scrub landcover types, and areas with greater vegetation density. Tree roosting broods also spent less time near mixed pine-hardwoods, while spending more time in areas with greater vegetation density. We found that in a mobile state, ground roosting broods revisited areas closer to secondary roads and mixed pine-hardwoods, but farther from hardwoods. Tree roosting broods revisited areas farther from secondary roads and with greater vegetation density. Tree roosting broods also spent more time in areas closer to pine. Resource selection varied depending on behavioral state and recursive movements. However, revisitation and residence time impacted selection in both ground and tree roosting broods. Our findings highlight the need to consider how behaviors can influence movement decisions and ultimately resource selection.
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Affiliation(s)
- Nicholas W Bakner
- Warnell School of Forestry and Natural Resources, University of Georgia, Athens, GA, 30602, USA.
| | - Bret A Collier
- School of Renewable Natural Resources, Louisiana State University Agricultural Center, Baton Rouge, LA, 70803, USA
| | - Michael J Chamberlain
- Warnell School of Forestry and Natural Resources, University of Georgia, Athens, GA, 30602, USA
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Serieys LE, Bishop JM, Rogan MS, Smith JA, Suraci JP, O’Riain MJ, Wilmers CC. Anthropogenic activities and age class mediate carnivore habitat selection in a human-dominated landscape. iScience 2023; 26:107050. [PMID: 37534145 PMCID: PMC10391726 DOI: 10.1016/j.isci.2023.107050] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 04/23/2023] [Accepted: 06/01/2023] [Indexed: 08/04/2023] Open
Abstract
Human activities increasingly challenge wild animal populations by disrupting ecological connectivity and population persistence. Yet, human-modified habitats can provide resources, resulting in selection of disturbed areas by generalist species. To investigate spatial and temporal responses of a generalist carnivore to human disturbance, we investigated habitat selection and diel activity patterns in caracals (Caracal caracal). We GPS-collared 25 adults and subadults in urban and wildland-dominated subregions in Cape Town, South Africa. Selection responses for landscape variables were dependent on subregion, animal age class, and diel period. Contrary to expectations, caracals did not become more nocturnal in urban areas. Caracals increased their selection for proximity to urban areas as the proportion of urban area increased. Differences in habitat selection between urban and wildland caracals suggest that individuals of this generalist species exhibit high behavioral flexibility in response to anthropogenic disturbances that emerge as a function of habitat context.
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Affiliation(s)
- Laurel E.K. Serieys
- Institute for Communities and Wildlife in Africa, University of Cape Town, Cape Town 7701, South Africa
- Environmental Studies Department, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
- Panthera, New York, NY 10018, USA
- Cape Leopard Trust, Cape Town 7966, South Africa
| | - Jacqueline M. Bishop
- Institute for Communities and Wildlife in Africa, University of Cape Town, Cape Town 7701, South Africa
| | - Matthew S. Rogan
- Institute for Communities and Wildlife in Africa, University of Cape Town, Cape Town 7701, South Africa
- Natural State, Nanyuki, Kenya
| | - Justine A. Smith
- Department of Wildlife, Fish, and Conservation Biology, University of California, Davis, Davis, CA 95616, USA
| | - Justin P. Suraci
- Environmental Studies Department, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
- Conservation Science Partners, Inc. Truckee, CA 96161, USA
| | - M. Justin O’Riain
- Institute for Communities and Wildlife in Africa, University of Cape Town, Cape Town 7701, South Africa
| | - Christopher C. Wilmers
- Environmental Studies Department, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
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Carlson M, Young H, Linnard A, Ryan M. Supplementing Environmental Assessments with Cumulative Effects Scenario Modeling for Grizzly Bear Connectivity in the Bow Valley, Alberta, Canada. ENVIRONMENTAL MANAGEMENT 2022; 70:1066-1077. [PMID: 36180642 PMCID: PMC9622508 DOI: 10.1007/s00267-022-01720-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 09/14/2022] [Indexed: 06/16/2023]
Abstract
Persistence of sensitive wildlife in populated regions requires conservation strategies that address gradual expansion of development footprint and human activity. The project-based environmental assessment regime for municipal development is poorly suited to provide necessary strategic perspective, given its focus on local and short-term impacts. We used the ALCES cumulative effects model to strategically assess impacts to grizzly bears (Ursus arctos) in the Bow Valley of Alberta, Canada. Landscape simulation mapped expansion of past and potential future development footprint in the region over multiple decades. Consequences to movement connectivity for grizzly bears were estimated by applying a least cost path analysis to the landscape simulation. An index of recreational activity was derived from fitness tracking data and integrated with the landscape simulation to model change in recreational activity through time. Maps of grizzly bear connectivity and recreational activity were combined to calculate human-bear conflict risk. The analysis suggests that connectivity has been altered through displacement to upslope areas by settlement expansion, such that surrounding natural areas have become important for grizzly bear connectivity. These areas are also popular for outdoor recreation, resulting in elevated human-bear conflict risk which can be expected to increase if development and human activity continue to expand in high connectivity areas. Conservation of wildlife in populated regions will be supported by broadening the scope of environmental assessment to address cumulative effects of development footprint and human activity over large spatial and temporal scales.
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Affiliation(s)
| | - Hilary Young
- Yellowstone to Yukon Conservation Initiative, Canmore, Alberta, Canada.
| | - Adam Linnard
- Yellowstone to Yukon Conservation Initiative, Canmore, Alberta, Canada
| | - Max Ryan
- Integral Ecology Group, Duncan, British Columbia, Canada
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Togunov RR, Derocher AE, Lunn NJ, Auger-Méthé M. Drivers of polar bear behavior and the possible effects of prey availability on foraging strategy. MOVEMENT ECOLOGY 2022; 10:50. [PMID: 36384775 PMCID: PMC9670556 DOI: 10.1186/s40462-022-00351-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Accepted: 11/09/2022] [Indexed: 06/05/2023]
Abstract
BACKGROUND Change in behavior is one of the earliest responses to variation in habitat suitability. It is therefore important to understand the conditions that promote different behaviors, particularly in areas undergoing environmental change. Animal movement is tightly linked to behavior and remote tracking can be used to study ethology when direct observation is not possible. METHODS We used movement data from 14 polar bears (Ursus maritimus) in Hudson Bay, Canada, during the foraging season (January-June), when bears inhabit the sea ice. We developed an error-tolerant method to correct for sea ice drift in tracking data. Next, we used hidden Markov models with movement and orientation relative to wind to study three behaviors (stationary, area-restricted search, and olfactory search) and examine effects of 11 covariates on behavior. RESULTS Polar bears spent approximately 47% of their time in the stationary drift state, 29% in olfactory search, and 24% in area-restricted search. High energy behaviors occurred later in the day (around 20:00) compared to other populations. Second, olfactory search increased as the season progressed, which may reflect a shift in foraging strategy from still-hunting to active search linked to a shift in seal availability (i.e., increase in haul-outs from winter to the spring pupping and molting seasons). Last, we found spatial patterns of distribution linked to season, ice concentration, and bear age that may be tied to habitat quality and competitive exclusion. CONCLUSIONS Our observations were generally consistent with predictions of the marginal value theorem, and differences between our findings and other populations could be explained by regional or temporal variation in resource availability. Our novel movement analyses and finding can help identify periods, regions, and conditions of critical habitat.
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Affiliation(s)
- Ron R. Togunov
- Institute for the Oceans and Fisheries, The University of British Columbia, V6T 1Z4 Vancouver, Canada
- Department of Zoology, The University of British Columbia, Vancouver, V6T 1Z4 Canada
| | - Andrew E. Derocher
- Department of Biological Sciences, University of Alberta, Edmonton, T6G 2E9 Canada
| | - Nicholas J. Lunn
- Wildlife Research Division, Science and Technology Branch, Environment and Climate Change Canada, Edmonton, T6G 2E9 Canada
| | - Marie Auger-Méthé
- Institute for the Oceans and Fisheries, The University of British Columbia, V6T 1Z4 Vancouver, Canada
- Department of Statistics, The University of British Columbia, Vancouver, V6T 1Z4 Canada
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