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Ecology, management and conservation in natural and modified habitats
RESEARCH ARTICLE

A novel approach for estimating densities of secretive species from road-survey and spatial-movement data

John D. Willson A E , Shannon E. Pittman B , Jeffrey C. Beane C and Tracey D. Tuberville D
+ Author Affiliations
- Author Affiliations

A Department of Biological Sciences, University of Arkansas, Fayetteville, Arkansas, 72701, USA.

B Department of Biology, Davidson College, Davidson, North Carolina, 28035-7118, USA.

C North Carolina State Museum of Natural Sciences, Raleigh, North Carolina, 27601, USA.

D University of Georgia’s Savannah River Ecology Laboratory, Aiken, South Carolina, 29802, USA.

E Corresponding author. Email: jwillson@uark.edu

Wildlife Research 45(5) 446-456 https://doi.org/10.1071/WR16175
Submitted: 21 September 2016  Accepted: 18 May 2018   Published: 29 August 2018

Abstract

Context: Accurate estimates of population density are a critical component of effective wildlife conservation and management. However, many snake species are so secretive that their density cannot be determined using traditional methods such as capture–mark–recapture. Thus, the status of most terrestrial snake populations remains completely unknown.

Aim: We developed a novel simulation-based technique for estimating density of secretive snakes that combined behavioural observations of snake road-crossing behaviour (crossing speed), effort-corrected road-survey data, and simulations of spatial movement patterns derived from radio-telemetry, without relying on mark–recapture.

Methods: We used radio-telemetry data to parameterise individual-based movement models that estimate the frequency with which individual snakes cross roads and used information on survey vehicle speed and snake crossing speed to determine the probability of detecting a snake, given that it crosses the road transect during a survey. Snake encounter frequencies during systematic road surveys were then interpreted in light of detection probabilities and simulation model results to estimate snake densities and to assess various factors likely to affect abundance estimates. We demonstrated the broad applicability of this approach through a case study of the imperiled southern hognose snake (Heterodon simus) in the North Carolina (USA) Sandhills.

Key results: We estimated that H. simus occurs at average densities of 0.17 ha–1 in the North Carolina Sandhills and explored the sensitivity of this estimate to assumptions and variation in model parameters.

Conclusions: Our novel method allowed us to generate the first abundance estimates for H. simus. We found that H. simus exists at low densities relative to congeners and other mid-sized snake species, raising concern that this species may not only have declined in geographic range, but may also occur at low densities or be declining in their strongholds, such as the North Carolina Sandhills.

Implications: We present a framework for estimating density of species that have traditionally been considered too secretive to study at the population level. This method will greatly enhance our ability to study and manage a wide variety of snake species and could be applied to other secretive wildlife species that are most frequently encountered during road surveys.

Additional keywords: abundance estimation, behaviour, Heterodon simus, method, radio-telemetry, southern hognose snake.


References

Allen, C. H., Parrott, L., and Kyle, C. (2016). An individual-based modelling approach to estimate landscape connectivity for bighorn sheep (Ovis canadensis). PeerJ 4, e2001.
An individual-based modelling approach to estimate landscape connectivity for bighorn sheep (Ovis canadensis).Crossref | GoogleScholarGoogle Scholar |

Andrews, K. M., and Gibbons, J. W. (2005). How do highways influence snake movement? Behavioral responses to roads and vehicles. Copeia 2005, 772–782.
How do highways influence snake movement? Behavioral responses to roads and vehicles.Crossref | GoogleScholarGoogle Scholar |

Barton, K. A., Phillips, B. L., Morales, J. M., and Travis, J. M. (2009). The evolution of an ‘intelligent’dispersal strategy: biased, correlated random walks in patchy landscapes. Oikos 118, 309–319.
The evolution of an ‘intelligent’dispersal strategy: biased, correlated random walks in patchy landscapes.Crossref | GoogleScholarGoogle Scholar |

Beane, J. C., Graham, S. P., Thorp, T. J., and Pusser, L. T. (2014). Natural history of the southern hognose snake (Heterodon simus) in North Carolina, USA. Copeia 2014, 168–175.
Natural history of the southern hognose snake (Heterodon simus) in North Carolina, USA.Crossref | GoogleScholarGoogle Scholar |

Coulon, A., Aben, J., Palmer, S., Stevens, V., Callens, T., Strubbe, D., Lens, L., Matthysen, E., Baguette, M., and Travis, J. (2015). A stochastic movement simulator improves estimates of landscape connectivity. Ecology 96, 2203–2213.
A stochastic movement simulator improves estimates of landscape connectivity.Crossref | GoogleScholarGoogle Scholar |

Crone, E. E., and Schultz, C. B. (2008). Old models explain new observations of butterfly movement at patch edges. Ecology 89, 2061–2067.
Old models explain new observations of butterfly movement at patch edges.Crossref | GoogleScholarGoogle Scholar |

DeGregorio, B. A., Chiavacci, S., Weatherhead, P. J., Willson, J. D., Benson, T., and Sperry, J. H. (2014). Snake predation on North American bird nests: culprits, patterns and future directions. Journal of Avian Biology 45, 001–009.

Dorcas, M. E., and Willson, J. D. (2009). Innovative methods for studies of snake ecology and conservation. In ‘Snakes: Applied Ecology and Conservation’. (Eds S. J. Mullin and R. A. Seigel.) pp. 5–37. (Cornell University Press: Ithaca, NY.)

Dorcas, M. E., and Willson, J. D. (2011). ‘Invasive Pythons in the United States: Ecology of an Introduced Predator.’ (University of Georgia Press: Athens, GA.)

Dorcas, M. E., and Willson, J. D. (2013). Hidden giants: problems associated with studying secretive invasive pythons. In ‘Reptiles in Research: Investigations of Ecology, Physiology, and Behavior from Desert to Sea’. (Ed. W. Lutterschmidt.) pp. 367–385. (Nova Science Publishers Inc.: Hauppauge, NY.)

Enge, K. M., and Wood, K. N. (2002). A pedestrian road survey of an upland snake community in Florida. Southeastern Naturalist 1, 365–380.
A pedestrian road survey of an upland snake community in Florida.Crossref | GoogleScholarGoogle Scholar |

Furman, B. L., Scheffers, B. R., and Paszkowski, C. A. (2011). The use of fluorescent powdered pigments as a tracking technique for snakes. Herpetological Conservation and Biology 6, 473–478.

Gibbons, J. W., and Dorcas, M. E. (2005) ‘Snakes of the Southeast.’ (University of Georgia Press: Athens, GA.)

Gibbons, J. W., Burke, V. J., Lovich, J. E., Semlitsch, R. D., Tuberville, T. D., Bodie, J. R., Greene, J. L., Niewiarowski, P. H., Whiteman, H. H., Scott, D. E., Pechmann, J. H. K., Harrison, C. R., Bennett, S. H., Krenz, J. D., Mills, M. S., Buhlmann, K. A., Lee, J. R., Seigel, R. A., Tucker, A. D., Mills, T. M., Lamb, T., Dorcas, M. E., Congdon, J. D., Smith, M. H., Nelson, D. H., Dietsch, M. B., Hanlin, H. G., Ott, J. A., and Karapatakis, D. J. (1997). Perceptions of species abundance, distribution, and diversity: lessons from four decades of sampling on a government-managed reserve. Environmental Management 21, 259–268.
Perceptions of species abundance, distribution, and diversity: lessons from four decades of sampling on a government-managed reserve.Crossref | GoogleScholarGoogle Scholar |

Gibbons, J. W., Scott, D. E., Ryan, T. J., Buhlmann, K. A., Tuberville, T. D., Metts, B. S., Greene, J. L., Mills, T., Leiden, Y., Poppy, S., and Winne, C. T. (2000). The global decline of reptiles, déjà vu amphibians. Bioscience 50, 653–666.
The global decline of reptiles, déjà vu amphibians.Crossref | GoogleScholarGoogle Scholar |

Guyer, C., Johnson, V. M., and Hermann, S. M. (2012). Effects of population density on patterns of movement and behavior of gopher tortoises (Gopherus polyphemus). Herpetological Monograph 26, 122–134.
Effects of population density on patterns of movement and behavior of gopher tortoises (Gopherus polyphemus).Crossref | GoogleScholarGoogle Scholar |

Heinrichs, J. A., Bender, D. J., and Schumaker, N. H. (2016). Habitat degradation and loss as key drivers of regional population extinction. Ecological Modelling 335, 64–73.
Habitat degradation and loss as key drivers of regional population extinction.Crossref | GoogleScholarGoogle Scholar |

Jellen, B. C., and Kowalski, M. J. (2007). Movement and growth of neonate eastern massasaugas (Sistrurus catenatus). Copeia 2007, 994–1000.
Movement and growth of neonate eastern massasaugas (Sistrurus catenatus).Crossref | GoogleScholarGoogle Scholar |

Kingsbury, B. A., and Robinson, N. J. (2016). Movement patterns and telemetry. In ‘Reptile Ecology and Conservation: a Handbook of Techniques’. (Ed. K. Dodd.) pp. 110–121. (Oxford University Press: New York, NY.)

McClintock, B. T., King, R., Thomas, L., Matthiopoulos, J., McConnell, B. J., and Morales, J. M. (2012). A general discrete‐time modeling framework for animal movement using multistate random walks. Ecological Monographs 82, 335–349.
A general discrete‐time modeling framework for animal movement using multistate random walks.Crossref | GoogleScholarGoogle Scholar |

Miller, G. J., Smith, L. L., Johnson, S. A., and Franz, R. (2012). Home range size and habitat selection in the Florida pine snake (Pituophis melanoleucus mugitus). Copeia 2012, 706–713.
Home range size and habitat selection in the Florida pine snake (Pituophis melanoleucus mugitus).Crossref | GoogleScholarGoogle Scholar |

Morales, J. M., Haydon, D. T., Frair, J., Holsinger, K. E., and Fryxell, J. M. (2004). Extracting more out of relocation data: building movement models as mixtures of random walks. Ecology 85, 2436–2445.
Extracting more out of relocation data: building movement models as mixtures of random walks.Crossref | GoogleScholarGoogle Scholar |

Parker, W. S., and Plummer, M. V. (1987). Population ecology. In ‘Snakes: Ecology and Evolutionary Biology’. (Eds R. A. Seigel, J. T. Collins, and S. S. Novak.) pp. 253–301. (The Blackburn Press: Caldwell, NJ.)

Patrick, D. A., and Gibbs, J. P. (2009). Snake occurrences in grassland associated with road versus forest edges. Journal of Herpetology 43, 716–720.
Snake occurrences in grassland associated with road versus forest edges.Crossref | GoogleScholarGoogle Scholar |

Pauli, B. P., McCann, N. P., Zollner, P. A., Cummings, R., Gilbert, J. H., and Gustafson, E. J. (2013). SEARCH: spatially explicit animal response to composition of habitat. PLoS One 8, e64656.
SEARCH: spatially explicit animal response to composition of habitat.Crossref | GoogleScholarGoogle Scholar |

Piou, C., Berger, U., Hildenbrandt, H., Grimm, V., Diele, K., and D’Lima, C. (2007). Simulating cryptic movements of a mangrove crab: recovery phenomena after small scale fishery. Ecological Modelling 205, 110–122.
Simulating cryptic movements of a mangrove crab: recovery phenomena after small scale fishery.Crossref | GoogleScholarGoogle Scholar |

Platt, D. R. (1969). Natural history of the hognose snakes Heterodon platirhinos and Heterodon nasicus. University of Kansas Publications. Museum of Natural History 18, 253–420.

Riitters, K. H., and Wickham, J. D. (2003). How far to the nearest road? Frontiers in Ecology and the Environment 1, 125–129.
How far to the nearest road?Crossref | GoogleScholarGoogle Scholar |

Robson, L. E., and Blouin-Demers, G. (2013). Eastern hognose snakes (Heterodon platirhinos) avoid crossing paved roads, but not unpaved roads. Copeia 2013, 507–511.
Eastern hognose snakes (Heterodon platirhinos) avoid crossing paved roads, but not unpaved roads.Crossref | GoogleScholarGoogle Scholar |

Rodda, G. (2012). Population size and demographics. In ‘Reptile Biodiversity: Standard Methods for Inventory and Monitoring’. (Eds R. W. McDiarmid, M. S. Foster, C. Guyer, J. W. Gibbons, and N. Chernoff.) pp. 283–322. (University of California Press: Berkeley, CA.)

Royle, J. A., and Young, K. V. (2008). A hierarchical model for spatial capture–recapture data. Ecology 89, 2281–2289.
A hierarchical model for spatial capture–recapture data.Crossref | GoogleScholarGoogle Scholar |

Rudolph, D. C., Burgdorf, S. J., Schaefer, R. R., Conner, R. N., and Maxey, R. W. (2006). Status of Pituophis ruthveni (Louisiana pine snake). Southeastern Naturalist 5, 463–472.
Status of Pituophis ruthveni (Louisiana pine snake).Crossref | GoogleScholarGoogle Scholar |

Rupp, S. P., and Rupp, P. (2010). Development of an individual-based model to evaluate elk (Cervus elaphus nelsoni) movement and distribution patterns following the Cerro Grande Fire in north central New Mexico, USA. Ecological Modelling 221, 1605–1619.
Development of an individual-based model to evaluate elk (Cervus elaphus nelsoni) movement and distribution patterns following the Cerro Grande Fire in north central New Mexico, USA.Crossref | GoogleScholarGoogle Scholar |

Schwarzkopf, L., and Alford, R. A. (2002). Nomadic movement in tropical toads. Oikos 96, 492–506.
Nomadic movement in tropical toads.Crossref | GoogleScholarGoogle Scholar |

Shepard, D., Kuhns, A., Dreslik, M., and Phillips, C. (2008). Roads as barriers to animal movement in fragmented landscapes. Animal Conservation 11, 288–296.
Roads as barriers to animal movement in fragmented landscapes.Crossref | GoogleScholarGoogle Scholar |

Siers, S. R., Savidge, J. A., and Reed, R. N. (2014). Invasive brown treesnake movements at road edges indicate road-crossing avoidance. Journal of Herpetology 48, 500–505.
Invasive brown treesnake movements at road edges indicate road-crossing avoidance.Crossref | GoogleScholarGoogle Scholar |

Steen, D. A. (2010). Snakes in the grass: secretive natural histories defy both conventional and progressive statistics. Herpetological Conservation and Biology 5, 183–188.

Steen, D. A., and Smith, L. L. (2009). Eastern kingsnake (Lampropeltis getula getula) home ranges exhibit limited overlap. Southeastern Naturalist (Steuben, ME) 8, 553–558.
Eastern kingsnake (Lampropeltis getula getula) home ranges exhibit limited overlap.Crossref | GoogleScholarGoogle Scholar |

Steen, D. A., McClure, C. J., Sutton, W. B., Rudolph, D. C., Pierce, J. B., Lee, J. R., Smith, L. L., Gregory, B. B., Baxley, D. L., and Stevenson, D. J. (2014). Copperheads are common when kingsnakes are not: relationships between the abundances of a predator and one of their prey. Herpetologica 70, 69–76.
Copperheads are common when kingsnakes are not: relationships between the abundances of a predator and one of their prey.Crossref | GoogleScholarGoogle Scholar |

Sullivan, B. K. (2000). Long-term shifts in snake populations: a California site revisted. Biological Conservation 94, 321–325.
Long-term shifts in snake populations: a California site revisted.Crossref | GoogleScholarGoogle Scholar |

Todd, B. D., Willson, J. D., and Gibbons, J. W. (2010). The global status of reptiles and causes of their decline. In ‘Ecotoxicology of Reptiles and Amphibians’. (Eds D. Sparling, G. Linder, C. Bishoip, and S. Krest.) pp. 47–67. (SETAC Press: Pensacola, FL.)

Tozetti, A. M., and Martins, M. (2007). A technique for external radio-transmitter attachment and the use of thread-bobbins for studying snake movements. South American Journal of Herpetology 2, 184–190.
A technique for external radio-transmitter attachment and the use of thread-bobbins for studying snake movements.Crossref | GoogleScholarGoogle Scholar |

Tuberville, T. D., Bodie, J. R., Jensen, J. B., LaClaire, L., and Gibbons, J. W. (2000). Apparent decline of the southern hog-nosed snake, Heterodon simus. Journal of the Elisha Mitchell Scientific Society 116, 19–40.

Turchin, P. (1998) ‘Quantitative Analysis of Movement: Measuring and Modeling Population Redistribution in Animals and Plants.’ (Sinauer Associates: Sunderland, MA.)

Wang, M., and Grimm, V. (2007). Home range dynamics and population regulation: an individual-based model of the common shrew Sorex araneus. Ecological Modelling 205, 397–409.
Home range dynamics and population regulation: an individual-based model of the common shrew Sorex araneus.Crossref | GoogleScholarGoogle Scholar |

Ward, M. P., Sperry, J. H., and Weatherhead, P. J. (2013). Evaluation of automated radio telemetry for quantifying movements and home ranges of snakes. Journal of Herpetology 47, 337–345.
Evaluation of automated radio telemetry for quantifying movements and home ranges of snakes.Crossref | GoogleScholarGoogle Scholar |

Willson, J. D. (2016). Surface-dwelling reptiles. In ‘Reptile Ecology and Conservation: a Handbook of Techniques’. (Ed. C. K. Dodd.) pp. 125–138. (Oxford University Press: Oxford, UK.)

Willson, J. D., and Winne, C. T. (2016). Evaluating the functional importance of secretive species: a case study of aquatic snake predators in isolated wetlands. Journal of Zoology 298, 266–273.
Evaluating the functional importance of secretive species: a case study of aquatic snake predators in isolated wetlands.Crossref | GoogleScholarGoogle Scholar |

Zollner, P. A., and Lima, S. L. (1999). Search strategies for landscape‐level interpatch movements. Ecology 80, 1019–1030.
Search strategies for landscape‐level interpatch movements.Crossref | GoogleScholarGoogle Scholar |