The Recolonisation of the Piketberg Leopard Population: A Model for Human–Wildlife Coexistence in a Changing Landscape
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Camera Trap Surveys
2.3. Density Estimates
2.3.1. Individual Identification
2.3.2. SECR Validation
2.4. Factors Driving Density Estimates
2.5. Review of Statutory Permits to Assess Historic Leopard Population Status in the Piketberg and Immediate Surrounds
3. Results
3.1. Camera Trap Surveys
3.1.1. Survey One
3.1.2. Survey Two
3.2. Leopard Density Estimates
3.2.1. Survey One
3.2.2. Survey Two
3.3. Review of Statutory Permits
4. Discussion
4.1. Drivers of Metapopulation Dynamics/Recolonisation
4.2. Species Management Implications and Policy
Supplementary Materials
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
References
- Beschta, R.L.; Ripple, W.J. Large Predators and Trophic Cascades in Terrestrial Ecosystems of tfhe Western United States. Biol. Conserv. 2009, 142, 2401–2414. [Google Scholar] [CrossRef]
- Tshabalala, T.; McManus, J.; Treves, A.; Mosacha, V.; Faulconbridge, S.; Schurch, M.; Goets, S.; Smuts, B. Leopards and Mesopredators as Indicators of Mammalian Species Richness across Diverse Landscapes of South Africa. Ecol. Indic. 2021, 121, 107201. [Google Scholar] [CrossRef]
- Beschta, R.L.; Ripple, W.J. Can Large Carnivores Change Streams via a Trophic Cascade? Ecohydrology 2019, 12, e2048. [Google Scholar] [CrossRef]
- Bleyhl, B.; Ghoddousi, A.; Askerov, E.; Bocedi, G.; Breitenmoser, U.; Manvelyan, K.; Palmer, S.C.F.; Soofi, M.; Weinberg, P.; Zazanashvili, N.; et al. Reducing Persecution Is More Effective for Restoring Large Carnivores than Restoring Their Prey. Ecol. Appl. 2021, 31, e02338. [Google Scholar] [CrossRef] [PubMed]
- Maxwell, S.L.; Fuller, R.A.; Brooks, T.M.; Watson, J.E. Biodiversity: The Ravages of Guns, Nets and Bulldozers. Nature 2016, 536, 143–145. [Google Scholar] [CrossRef] [PubMed]
- Swanepoel, L.H.; Somers, M.J.; Van Hoven, W.; Schiess-Meier, M.; Owen, C.; Snyman, A.; Martins, Q.; Senekal, C.; Camacho, G.; Boshoff, W.; et al. Survival Rates and Causes of Mortality of Leopards Panthera Pardus in Southern Africa. ORYX 2015, 49, 595–603. [Google Scholar] [CrossRef]
- Ripple, W.J.; Estes, J.A.; Beschta, R.L.; Wilmers, C.C.; Ritchie, E.G.; Hebblewhite, M.; Berger, J.; Elmhagen, B.; Letnic, M.; Nelson, M.P.; et al. Status and Ecological Effects of the World’s Largest Carnivores. Science 2014, 343, 1241484. [Google Scholar] [CrossRef] [PubMed]
- Jacobson, A.P.; Gerngross, P.; Lemeris, J.R.; Schoonover, R.F.; Anco, C.; Breitenmoser-Würsten, C.; Durant, S.M.; Farhadinia, M.S.; Henschel, P.; Kamler, J.F.; et al. Leopard (Panthera Pardus) Status, Distribution, and the Research Efforts across Its Range. PeerJ 2016, 4, e1974. [Google Scholar] [CrossRef] [PubMed]
- Baral, K.; Adhikari, B.; Bhandari, S.; Kunwar, R.M.; Sharma, H.P.; Aryal, A.; Ji, W. Impact of Climate Change on Distribution of Common Leopard (Panthera Pardus) and Its Implication on Conservation and Conflict in Nepal. Heliyon 2023, 9, e12807. [Google Scholar] [CrossRef] [PubMed]
- Amin, R.; Wilkinson, A.; Williams, K.S.; Martins, Q.E.; Hayward, J. Assessing the Status of Leopard in the Cape Fold Mountains Using a Bayesian Spatial Capture-Recapture Model in Just Another Gibbs Sampler. Afr. J. Ecol. 2022, 60, 299–307. [Google Scholar] [CrossRef]
- Devens, C.H.; Hayward, M.W.; Tshabalala, T.; Dickman, A.; McManus, J.S.; Smuts, B.; Somers, M.J. Estimating Leopard Density across the Highly Modified Human-Dominated Landscape of the Western Cape, South Africa. ORYX 2019, 55, 34–45. [Google Scholar] [CrossRef]
- Weise, F.J.; Lemeris, J.; Stratford, K.J.; van Vuuren, R.J.; Munro, S.J.; Crawford, S.J.; Marker, L.L.; Stein, A.B. A Home Away from Home: Insights from Successful Leopard (Panthera Pardus) Translocations. Biodivers. Conserv. 2015, 24, 1755–1774. [Google Scholar] [CrossRef]
- Rodríguez-Recio, M.; Burgos, T.; Krofel, M.; Lozano, J.; Moleón, M.; Virgós, E. Estimating Global Determinants of Leopard Home Range Size in a Changing World. Anim. Conserv. 2022, 25, 748–758. [Google Scholar] [CrossRef]
- Allen, M.L.; Wang, S.; Olson, L.O.; Li, Q.; Krofel, M. Counting Cats for Conservation: Seasonal Estimates of Leopard Density and Drivers of Distribution in the Serengeti. Biodivers. Conserv. 2020, 29, 3591–3608. [Google Scholar] [CrossRef]
- Devens, C.; Tshabalala, T.; McManus, J.; Smuts, B. Counting the Spots: The Use of a Spatially Explicit Capture–Recapture Technique and GPS Data to Estimate Leopard (Panthera Pardus) Density in the Eastern and Western Cape, South Africa. Afr. J. Ecol. 2018, 56, 850–859. [Google Scholar] [CrossRef]
- Müller, L.; Briers-Louw, W.D.; Seele, B.; Lochner, C.; Amin, R. Population Size, Density, and Ranging Behaviour in a Key Leopard Population in the Western Cape, South Africa. PLoS ONE 2022, 17, e0254507. [Google Scholar] [CrossRef]
- De Villiers, M.-S.; Janecke, B.B.; Müller, L.; Amin, R.; Williams, K.S. Leopard Density in a Farming Landscape of the Western Cape, South Africa. Afr. J. Wildl. Res. 2023, 53. [Google Scholar] [CrossRef]
- Fahrig, L. Relative Effects of Habitat Loss and Fragmentation on Population Extinction. J. Wildl. Manag. 1997, 61, 603–610. [Google Scholar] [CrossRef]
- Fahrig, L.; Nuttle, W.K. Population Ecology in Spatially Heterogeneous Environments. In Ecosystem Function in Heterogeneous Landscape; Lovette, G.M., Turner, M.G., Jones, C.G., Weathers, K.C., Eds.; Springer: New York, NY, USA, 2005; pp. 95–118. [Google Scholar]
- McManus, J.S.; Dalton, D.L.; Kotzé, A.; Smuts, B.; Dickman, A.; Marshal, J.P.; Keith, M. Gene Flow and Population Structure of a Solitary Top Carnivore in a Human-Dominated Landscape. Ecol. Evol. 2014, 5, 335–344. [Google Scholar] [CrossRef] [PubMed]
- McManus, J.; Schurch, M.P.E.; Goets, S.; Faraut, L.; Couldridge, V.; Smuts, B. Delineating Functional Corridors Linking Leopard Habitat in the Eastern and Western Cape, South Africa. Conservation 2022, 2, 99–122. [Google Scholar] [CrossRef]
- Abade, L.; Cusack, J.; Moll, R.J.; Strampelli, P.; Dickman, A.J.; Macdonald, D.W.; Montgomery, R.A. Spatial Variation in Leopard (Panthera Pardus) Site Use across a Gradient of Anthropogenic Pressure in Tanzania’s Ruaha Landscape. PLoS ONE 2018, 13, e0204370. [Google Scholar] [CrossRef] [PubMed]
- van Deventer, J.; Senior Wildlife Manager, Cape Nature, Porteville, South Africa. Personal Communication, 2022.
- Beinart, W. The Night of the Jackal. In The Rise of Conservation in South Africa: Settlers, Livestock, and the Environment; Oxford University Press: New York, NY, USA, 2003; pp. 207–234. [Google Scholar]
- Stadler, H. Historical Perspective on the Development of Problem Animal Management in the Cape Province. In Resolving Human-Wildlife Conflict: Prevention is the Cure; Springer: Berlin/Heidelberg, Germany, 2006; pp. 11–16. [Google Scholar]
- Holyoak, M. Habitat Patch Arrangement and Metapopulation Persistence of Predators and Prey. Am. Nat. 2000, 156, 378–389. [Google Scholar] [CrossRef]
- Mucina, L.; Rutherford, M.C. The Vegetation of South Africa, Lesotho and Swaziland; South African National Biodiversity Institute: Pretoria, South Africa, 2006. [Google Scholar]
- Skead, C.J. Historical Incidence of the Larger Land Mammals in the Broader Western and Northern Cape, 2nd ed.; Boshoff, A.F., Kerley, G.I.H., Lloyd, P.H., Eds.; Centre of African Conservation Ecology, Nelson Metropolitan University: Port Elizabeth, South Africa, 2011. [Google Scholar]
- Coetze, A.; de Villiers, P.; Smit, D.; Generational Farmers, Piketberg, South Africa. Personal Communications, 2022.
- Efford, M.G.; Schofield, M.R. A Spatial Open-Population Capture-Recapture Model. Biometrics 2020, 76, 392–402. [Google Scholar] [CrossRef] [PubMed]
- Ramesh, T.; Kalle, R.; Rosenlund, H.; Downs, C.T. Low Leopard Populations in Protected Areas of Maputaland: A Consequence of Poaching, Habitat Condition, Abundance of Prey, and a Top Predator. Ecol. Evol. 2017, 7, 1964–1973. [Google Scholar] [CrossRef] [PubMed]
- Niedballa, J.; Sollmann, R.; Courtiol, A.; Wilting, A. CamtrapR: An R Package for Efficient Camera Trap Data Management. Methods Ecol. Evol. 2016, 7, 1457–1462. [Google Scholar] [CrossRef]
- Burnham, K.P.; Anderson, D.R. Model Selection and Multimodel Inference: A Practical Information-Theoretic Approach, 2nd ed.; Springer: New York, NY, USA, 2002. [Google Scholar]
- Chase-Grey, J.N.; Kent, V.T.; Hill, R.A. Evidence of a High Density Population of Harvested Leopards in a Montane Environment. PLoS ONE 2013, 8, e82832. [Google Scholar] [CrossRef] [PubMed]
- Kalle, R.; Ramesh, T.; Qureshi, Q.; Sankar, K. Density of Tiger and Leopard in a Tropical Deciduous Forest of Mudumalai Tiger Reserve, Southern India, as Estimated Using Photographic Capture-Recapture Sampling. Acta Theriol. 2011, 56, 335–342. [Google Scholar] [CrossRef]
- Braczkowski, A.; Gopalaswamy, A.M.; Fattebert, J.; Isoke, S.; Bezzina, A.; Maron, M. Spatially Explicit Population Estimates of African Leopards and Spotted Hyenas in the Queen Elizabeth Conservation Area of Southwestern Uganda. Mamm. Biol. 2022, 102, 1199–1213. [Google Scholar] [CrossRef]
- O’Brien, T.G.; Kinnaird, M.F.; Wibisono, H.T. Crouching Tigers, Hidden Prey: Sumatran Tiger and Prey Populations in a Tropical Forest Landscape. Anim. Conserv. 2003, 6, 131–139. [Google Scholar] [CrossRef]
- Hayward, M.W.; Henschel, P.; O’Brien, J.; Hofmeyr, M.; Balme, G.; Kerley, G.I.H. Prey Preferences of the Leopard (Panthera Pardus). J. Zool. 2006, 270, 298–313. [Google Scholar] [CrossRef]
- Braczkowski, A.; Rossi, M.; Watson, L.; Coulson, D.; Randall, R. Diet of Leopards in the Southern Cape, South Africa. Afr. J. Ecol. 2012, 50, 377. [Google Scholar] [CrossRef]
- McManus, J.; Marshal, J.P.; Keith, M.; Tshabalala, T.; Smuts, B.; Treves, A. Factors Predicting Habitat Use by Leopards in Human-Altered Landscapes. J. Mammal. 2021, 102, 1473–1483. [Google Scholar] [CrossRef]
- Nattrass, N.; Conradie, B.; Drouilly, M.; Justin O’riain, M. A Brief History of Predators, Sheep Farmers and Government in the Western Cape, South Africa. 2017. Available online: https://humanities.uct.ac.za/cssr/brief-history-predators-sheep-farmers-and-government-western-cape-south-africa (accessed on 20 July 2023).
- Balme, G.; Rogan, M.; Thomas, L.; Pitman, R.; Mann, G.; Whittington-Jones, G.; Midlane, N.; Broodryk, M.; Broodryk, K.; Campbell, M.; et al. Big Cats at Large: Density, Structure, and Spatio-Temporal Patterns of a Leopard Population Free of Anthropogenic Mortality. Popul. Ecol. 2019, 61, 256–267. [Google Scholar] [CrossRef]
- Morris, D.R.; Boardman, W.S.J.; Swanepoel, L.H.; Simpson, G.; Coetzee, J.; Camacho, G.J.; McWhorter, T.J. Population Density Estimate of Leopards (Panthera Pardus) in North-Western Mpumalanga, South Africa, Determined Using Spatially Explicit Capture–Recapture Methods. Mamm. Biol. 2021, 102, 1–11. [Google Scholar] [CrossRef]
- Swanepoel, L.H.; Lindsey, P.; Somers, M.J.; Van Hoven, W.; Dalerum, F. Extent and Fragmentation of Suitable Leopard Habitat in South Africa. Anim. Conserv. 2013, 16, 41–50. [Google Scholar] [CrossRef]
- Maputla, N.W.; Chimimba, C.T.; Ferreira, S.M. Calibrating a Camera Trap-Based Biased Mark-Recapture Sampling Design to Survey the Leopard Population in the N’wanetsi Concession, Kruger National Park, South Africa. Afr. J. Ecol. 2013, 51, 422–430. [Google Scholar] [CrossRef]
- Palomares, F.; Roques, S.; Chávez, C.; Silveira, L.; Keller, C.; Sollmann, R.; do Prado, D.M.; Torres, P.C.; Adrados, B.; Godoy, J.A.; et al. High Proportion of Male Faeces in Jaguar Populations. PLoS ONE 2012, 7, e52923. [Google Scholar] [CrossRef] [PubMed]
- Balme, G.A.; Slotow, R.; Hunter, L.T.B. Impact of Conservation Interventions on the Dynamics and Persistence of a Persecuted Leopard (Panthera Pardus) Population. Biol. Conserv. 2009, 142, 2681–2690. [Google Scholar] [CrossRef]
- Fattebert, J.; Balme, G.; Dickerson, T.; Slotow, R.; Hunter, L. Density-Dependent Natal Dispersal Patterns in a Leopard Population Recovering from over-Harvest. PLoS ONE 2015, 10, e0122355. [Google Scholar] [CrossRef] [PubMed]
- Greyling, E.; Comley, J.; Cherry, M.I.; Leslie, A.J.; Müller, L. Facilitation of a Free-Roaming Apex Predator in Working Lands: Evaluating Factors That Influence Leopard Spatial Dynamics and Prey Availability in a South African Biodiversity Hotspot. PeerJ 2023, 11, e14575. [Google Scholar] [CrossRef] [PubMed]
- Swanepoel, L.H.; Somers, M.J.; Dalerum, F. Density of Leopards Panthera Pardus on Protected and Non-Protected Land in the Waterberg Biosphere, South Africa. Wildl. Biol. 2015, 21, 263–268. [Google Scholar] [CrossRef]
- Doherty, T.S.; Ritchie, E.G. Stop Jumping the Gun: A Call for Evidence-Based Invasive Predator Management. Conserv. Lett. 2017, 10, 15–22. [Google Scholar] [CrossRef]
- Treves, A.; Krofel, M.; McManus, J. Predator Control Should Not Be a Shot in the Dark. Front. Ecol. Environ. 2016, 14, 380–388. [Google Scholar] [CrossRef]
- Sillero-Zubiri, C.; Laurenson, K. Interactions between Carnivores and Local Communities: Conflict or Co-Existence? In Carnivore Conservation; Gittleman, J.L., Funk, S.M., McDonald, D., Wayne, R.K., Eds.; Cambridge University Press: Cambridge, UK, 2001; Volume 5, pp. 282–312. [Google Scholar]
- Faure, J.P.B.; Swanepoel, L.H.; Cilliers, D.; Venter, J.A.; Hill, R.A. Estimates of Carnivore Densities in a Human-Dominated Agricultural Matrix in South Africa. ORYX 2021, 56, 2–8. [Google Scholar] [CrossRef]
- Holden, P.B.; Ziervogel, G.; Hoffman, M.T.; New, M.G. Transition from Subsistence Grazing to Nature-Based Recreation: A Nuanced View of Land Abandonment in a Mountain Social-Ecological System, Southwestern Cape, South Africa. Land Use Policy 2021, 105, 105429. [Google Scholar] [CrossRef]
- Smith, J.B.; Nielsen, C.K.; Hellgren, E.C. Suitable Habitat for Recolonizing Large Carnivores in the Midwestern USA. ORYX 2016, 50, 555–564. [Google Scholar] [CrossRef]
- Chapron, G.; Kaczensky, P.; Linnell, J.D.C.; Von Arx, M.; Huber, D.; Andrén, H.; López-Bao, J.V.; Adamec, M.; Álvares, F.; Anders, O.; et al. Recovery of Large Carnivores in Europe’s Modern Human-Dominated Landscapes. Science 2014, 346, 1517–1519. [Google Scholar] [CrossRef] [PubMed]
- Boitani, L.; Linnell, J.D.C. Bringing Large Mammals Back: Large Carnivores in Europe. In Rewilding European Landscapes; Perreira, H.M., Navarro, L.M., Eds.; Springer Nature: Dordrecht, The Netherlands, 2015; pp. 67–84. [Google Scholar]
- Kuemmerle, T.; Levers, C.; Erb, K.; Estel, S.; Jepsen, M.R.; Müller, D.; Plutzar, C.; Stürck, J.; Verkerk, P.J.; Verburg, P.H.; et al. Hotspots of Land Use Change in Europe. Environ. Res. Lett. 2016, 11, 064020. [Google Scholar] [CrossRef]
- Jarausch, A.; Harms, V.; Kluth, G.; Reinhardt, I.; Nowak, C. How the West Was Won: Genetic Reconstruction of Rapid Wolf Recolonization into Germany’s Anthropogenic Landscapes. Hereditary 2021, 127, 92–106. [Google Scholar] [CrossRef] [PubMed]
- Deryabina, T.G.; Kuchmel, S.V.; Nagorskaya, L.L.; Hinton, T.G.; Beasley, J.C.; Lerebours, A.; Smith, J.T. Long-Term Census Data Reveal Abundant Wildlife Populations at Chernobyl. Curr. Biol. 2015, 25, 824–826. [Google Scholar] [CrossRef] [PubMed]
- Dombrovski, V.C.; Zhurauliou, D.V.; Ashton-Butt, A. Long-Term Effects of Rewilding on Species Composition: 22-Years of Raptor Monitoring in the Chernobyl Exclusion Zone. Restor. Ecol. 2022, 30, e13633. [Google Scholar] [CrossRef]
- Boronyak, L.; Jacobs, B.; Wallach, A. Transitioning towards Human–Large Carnivore Coexistence in Extensive Grazing Systems. Ambio 2020, 49, 1982–1991. [Google Scholar] [CrossRef] [PubMed]
- Khorozyan, I.; Waltert, M. A Global View on Evidence-Based Effectiveness of Interventions Used to Protect Livestock from Wild Cats. Conserv. Sci. Pract. 2021, 3, 1–13. [Google Scholar] [CrossRef]
- McManus, J.; Faraut, L.; Couldridge, V.; van Deventer, J.; Samuels, I.; Cilliers, D.; Devens, C.; Vorster, P.; Smuts, B. Assessment of Leopard Translocations in South Africa. Front. Conserv. Sci. 2022, 3, 943078. [Google Scholar] [CrossRef]
- Sawaya, M.A.; Clevenger, A.P.; Schwartz, M.K. Demographic Fragmentation of a Protected Wolverine Population Bisected by a Major Transportation Corridor. Biol. Conserv. 2019, 236, 616–625. [Google Scholar] [CrossRef]
- Green, S.E.; Davidson, Z.; Kaaria, T.; Doncaster, C.P. Do Wildlife Corridors Link or Extend Habitat? Insights from Elephant Use of a Kenyan Wildlife Corridor. Afr. J. Ecol. 2018, 56, 860–871. [Google Scholar] [CrossRef]
- Chapman, S.; Balme, G. An estimate of leopard population density in a private reserve in KwaZulu-Natal, South Africa, using camera-traps and capture-recapture models. J. Wildl. Res. 2010, 40, 114–120. [Google Scholar] [CrossRef]
- Balme, G.A.; Slowtow, R.; Hunter, L.T.B. Edge effects and the impact of non-protected areas in carnivore conservation: Leopard in the Phinda-Mkhuze Complex, South Africa. Ani. Cons. 2009, 13, 315–323. [Google Scholar] [CrossRef]
- Braczkowski, A.R.; Balme, G.A.; Dickman, A.; Fattebert, J.; Johnson, P.; Dickerson, T.; Macdonald, D.W.; Hunter, L. Scent lure effect on camera-trap based leopard density estimates. PLoS ONE 2016, 11, e0151033. [Google Scholar] [CrossRef] [PubMed]
- Williams, S.T.; Williams, K.S.; Lewis, B.P.; Hill, R.A. Population dynamics and threats to an apex predator outside protected areas: Implications for carnivore management. R. Soc. Open Sci. 2018, 4, 161090. [Google Scholar] [CrossRef]
- Mann, G.K.H.; O’Riain, M.J.; Parker, D.M. A leopard’s favourite spots: Habitat preference and population density of leopards in a semi-arid biodiversity hotspot. J. Arid. Environ. 2020, 181, 104218. [Google Scholar] [CrossRef]
Site | Survey | Estimate | SE | LCI | UCI | Leopard Images | Used Leopard Images | n |
---|---|---|---|---|---|---|---|---|
Piketberg | Phase 1 | 30.4 | 8.3 | 18.0 | 51.5 | 108 | 107 | 15 |
Piketberg | Phase 2 | 22.7 | 6.2 | 13.4 | 38.4 | 115 | 115 | 15 |
Piketberg | Phase 3 | 29.4 | 7.0 | 18.6 | 46.5 | 156 | 156 | 21 |
Survey 1 | 27.5 | 7.2 | 16.7 | 45.5 | 379 | 378 | ||
Piketberg | Phase 4 | 25.9 | 11.8 | 8.6 | 41.7 | 43 | 38 | 8 |
Piketberg | Phase 5 | 27.4 | 9.6 | 14.1 | 53.3 | 77 | 75 | 12 |
Piketberg | Phase 6 | 23.6 | 9.0 | 11.4 | 48.7 | 42 | 41 | 10 |
Survey 2 | 25.6 | 10.1 | 11.4 | 47.9 | 162 | 154 |
S1 | S2 | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Model | Covariate | Parameter | LL | AICc | D | LCI | UCI | LL | AICc | D | LCI | UCI |
Null | - | ~1 | −1816.5 | 3639.6 | 1.82 | 1.34 | 2.47 | −596.3 | 1199.4 | 1.36 | 0.9 | 2.06 |
Phase | T | λ0, σ | −1814.3 | 3651.2 | 1.92, 1.63, 1.94 | 1.13, 0.93, 1.18 | 3.29, 2.86, 3.17 | −590.5 | 1208.0 | 2.16, 1.37, 1.07 | 0.95, 0.69, 0.5 | 4.89, 2.71, 2.3 |
Behaviour | b | λ0, σ | −1816.5 | 3641.9 | 1.84 | 1.34 | 2.54 | −594.0 | 1197.6 | 1.74 | 0.96 | 3.13 |
bk | λ0, σ | −1794.9 | 3598.7 | 1.78 | 1.3 | 2.42 | −574.9 | 1159.5 | 1.27 | 0.77 | 2.12 | |
Sex | sex | λ0, σ | −1843.0 | 3697.5 | 0.92 | 0.68 | 1.25 | −620.8 | 1254.1 | 0.61 | 0.39 | 0.95 |
Environmental covariates | ||||||||||||
Veld Type | λ0, σ | −1810.6 | 3630.0 | 1.86 | 1.37 | 2.5 | −595.9 | 1201.3 | 1.31 | 0.85 | 2.02 | |
Land Use | λ0, σ | −1816.5 | 3641.8 | 1.83 | 1.35 | 2.48 | −595.9 | 1201.3 | 1.32 | 0.85 | 2.03 | |
RAI Livestock | λ0, σ | −1808.3 | 3625.4 | 1.79 | 1.32 | 2.43 | −595.6 | 1200.9 | 1.32 | 0.86 | 2.03 | |
RAI Human Activity | λ0, σ | −1808.6 | 3626.2 | 1.85 | 1.37 | 2.51 | −593.2 | 1196.1 | 1.29 | 0.83 | 1.99 | |
Elevation | λ0, σ | −1809.1 | 3627.1 | 1.84 | 1.36 | 2.49 | −590.7 | 1191.1 | 1.80 | 1.21 | 2.68 | |
RAI Prey | λ0, σ | −1813.7 | 3636.3 | 1.86 | 1.38 | 2.52 | −596.0 | 1201.6 | 1.31 | 0.85 | 2.03 | |
Distance to Dwelling | λ0, σ | −1837.0 | 3682.9 | 2.02 | 1.56 | −599.0 | 1207.7 | 2.05 | 1.38 | 3.04 | ||
Mask covariates | ||||||||||||
Null | - | ~1 | 3639.8 | 1.82 | 1.34 | 2.47 | −596,1 | 1199.0 | 1.32 | 0.86 | 2.03 | |
Elevation | λ0, σ | −1814.2 | 3637.2 | 1.22 | 0.75 | 1.99 | −589.9 | 1189.3 | 0.21 | 0.06 | 0.71 | |
Rivers | λ0, σ | −1814.3 | 3637.5 | 5.32 | 2.24 | 12.65 | −596.0 | 1201.5 | 1.37 | 0.88 | 2.15 | |
Slope | λ0, σ | −1815.2 | 3639.4 | 1.31 | 0.78 | 2.19 | −592.5 | 1194.5 | 0.21 | 0.04 | 1.33 | |
Prey | λ0, σ | −1815.3 | 3639.5 | 1.16 | 0.58 | 2.32 | −595.7 | 1201.1 | 0.80 | 0.18 | 3.50 | |
Land cover | λ0, σ | −1815.5 | 3639.9 | 1.22 | 0.63 | 2.39 | −590.4 | 1190.4 | 1.68 | 0.96 | 2.94 | |
Roads | λ0, σ | −1816.4 | 3641.8 | 1.98 | 1.36 | 2.89 | −596.0 | 1201.6 | 1.19 | 0.53 | 2.66 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
McManus, J.; Smit, A.J.; Faraut, L.; Couldridge, V.; van Deventer, J.; Samuels, I.; Devens, C.; Smuts, B. The Recolonisation of the Piketberg Leopard Population: A Model for Human–Wildlife Coexistence in a Changing Landscape. Conservation 2024, 4, 273-287. https://doi.org/10.3390/conservation4020018
McManus J, Smit AJ, Faraut L, Couldridge V, van Deventer J, Samuels I, Devens C, Smuts B. The Recolonisation of the Piketberg Leopard Population: A Model for Human–Wildlife Coexistence in a Changing Landscape. Conservation. 2024; 4(2):273-287. https://doi.org/10.3390/conservation4020018
Chicago/Turabian StyleMcManus, Jeannine, Albertus J. Smit, Lauriane Faraut, Vanessa Couldridge, Jaco van Deventer, Igshaan Samuels, Carolyn Devens, and Bool Smuts. 2024. "The Recolonisation of the Piketberg Leopard Population: A Model for Human–Wildlife Coexistence in a Changing Landscape" Conservation 4, no. 2: 273-287. https://doi.org/10.3390/conservation4020018
APA StyleMcManus, J., Smit, A. J., Faraut, L., Couldridge, V., van Deventer, J., Samuels, I., Devens, C., & Smuts, B. (2024). The Recolonisation of the Piketberg Leopard Population: A Model for Human–Wildlife Coexistence in a Changing Landscape. Conservation, 4(2), 273-287. https://doi.org/10.3390/conservation4020018