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Goldman MR, Shinderman M, Jeffress MR, Rodhouse TJ, Shoemaker KT. Integrating multiple sign types to improve occupancy estimation for inconspicuous species. Ecol Evol 2023; 13:e10019. [PMID: 37197209 PMCID: PMC10183821 DOI: 10.1002/ece3.10019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 03/29/2023] [Accepted: 04/03/2023] [Indexed: 05/19/2023] Open
Abstract
Standard occupancy models enable unbiased estimation of occupancy by accounting for observation errors such as missed detections (false negatives) and, less commonly, incorrect detections (false positives). Occupancy models are fitted to data from repeated site visits in which surveyors record evidence of species presence. Use of indirect sign (e.g., scat, tracks) as evidence of presence can vastly improve survey efficiency for inconspicuous species but can also introduce additional sources of error. We developed a "multi-sign" occupancy approach to model the detection process separately for unique sign types and used this method to improve estimates of occupancy dynamics for an inconspicuous species, the American pika (Ochotona princeps). We investigated how estimates of pika occupancy and environmental drivers differed under four increasingly realistic representations of the observation process: (1) perfect detection (commonly assumed for modeling pika occupancy), (2) standard occupancy model (single observation process without possibility of false detection), (3) multi-sign with no false detections (non-false positive model), and (4) multi-sign with false detections (full model). For the multi-sign occupancy models, we modeled the detection of each sign type (fresh scat, fresh haypiles, pika calls, and pika sightings) separately as a function of climatic and environmental covariates. Estimates of occupancy processes and inferences about environmental drivers were sensitive to different detection models. Simplified representations of the detection processes generally resulted in higher occupancy estimates and higher turnover rates than the full multi-sign model. Environmental drivers also varied in their influence on occupancy models, where (e.g.) forb cover was estimated to more strongly influence occupancy in the full multi-sign model than the simpler models. As has been reported previously in other contexts, unmodeled heterogeneity in the observation process can lead to biases in occupancy processes and uncertainty in the relationships between occupancy and environmental covariates. Overall, our multi-sign approach to dynamic occupancy modeling, which accounts for spatio-temporal variation in reliability among sign types, has strong potential to generate more realistic estimates of occupancy dynamics for inconspicuous species.
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Affiliation(s)
- Mia R. Goldman
- Department of Natural Resources and Environmental SciencesUniversity of Nevada – RenoRenoNevadaUSA
- School of BiologyUniversity of St AndrewsSt AndrewsUK
- Department of Biology and Center for Research into Environmental and Ecological ModelingUniversity of St AndrewsSt AndrewsUK
| | - Matthew Shinderman
- Department of Natural Resources and SustainabilityOregon State University‐CascadesBendOregonUSA
| | | | - Thomas J. Rodhouse
- Department of Natural Resources and SustainabilityOregon State University‐CascadesBendOregonUSA
- National Park ServiceBendOregonUSA
| | - Kevin T. Shoemaker
- Department of Natural Resources and Environmental SciencesUniversity of Nevada – RenoRenoNevadaUSA
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Abstract
Abstract
The American pika (Ochotona princeps) is commonly perceived as a species that is at high risk of extinction due to climate change. The purpose of this review is two-fold: to evaluate the claim that climate change is threatening pikas with extinction, and to summarize the conservation status of the American pika. Most American pikas inhabit major cordilleras, such as the Rocky Mountain, Sierra Nevada, and Cascade ranges. Occupancy of potential pika habitat in these ranges is uniformly high and no discernible climate signal has been found that discriminates between the many occupied and relatively few unoccupied sites that have been recently surveyed. Pikas therefore are thriving across most of their range. The story differs in more marginal parts of the species range, primarily across the Great Basin, where a higher percentage of available habitat is unoccupied. A comprehensive review of Great Basin pikas revealed that occupied sites, sites of recent extirpation, and old sites, were regularly found within the same geographic and climatic space as extant sites, and suggested that pikas in the Great Basin tolerated a broader set of habitat and climatic conditions than previously understood. Studies of a small subset of extirpated sites in the Great Basin and in California found that climate variables (most notably measures of hot temperature) were associated more often with extirpated sites than occupied sites. Importantly, upward contraction of the lower elevation boundary also was found at some sites. However, models that incorporated variables other than climate (such as availability of upslope talus habitat) often were better predictors of site persistence. Many extirpations occurred on small habitat patches, which were subject to stochastic extinction, as informed by a long-term pika metapopulation study in Bodie, California. In addition, several sites may have been compromised by cattle grazing or other anthropogenic factors. In contrast, several low, hot sites (Bodie, Mono Craters, Craters of the Moon National Monument and Preserve, Lava Beds National Monument, Columbia River Gorge) retain active pika populations, demonstrating the adaptive capacity and resilience of pikas in response to adverse environmental conditions. Pikas cope with warm temperatures by retreating into cool interstices of their talus habitat and augment their restricted daytime foraging with nocturnal activity. Pikas exhibit significant flexibility in their foraging tactics and are highly selective in their choice of available vegetation. The trait that places pikas at greatest risk from climate change is their poor dispersal capability. Dispersal is more restricted in hotter environments, and isolated low-elevation sites that become extirpated are unlikely to be recolonized in a warming climate. The narrative that American pikas are going extinct appears to be an overreach. Pikas are doing well across most of their range, but there are limited, low-elevation losses that are likely to be permanent in what is currently marginal pika habitat. The resilience of pikas in the face of climate change, and their ability or inability to persist in marginal, hot environments, will continue to contribute to our understanding of the impact of climate change on individual species.
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Affiliation(s)
- Andrew T Smith
- School of Life Sciences, Arizona State University, Tempe, AZ, USA
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Camp MJ, Shipley LA, Varner J, Waterhouse BD. Activity Patterns and Foraging Behavior of American Pikas (Ochotona princeps) Differ between Craters of the Moon and Alpine Talus in Idaho. WEST N AM NATURALIST 2020. [DOI: 10.3398/064.080.0106] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Hall LE, Chalfoun AD. Behavioural plasticity modulates temperature-related constraints on foraging time for a montane mammal. J Anim Ecol 2018; 88:363-375. [PMID: 30449046 DOI: 10.1111/1365-2656.12925] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2018] [Accepted: 09/10/2018] [Indexed: 11/29/2022]
Abstract
Contemporary climate change is altering temperature profiles across the globe. Increasing temperatures can reduce the amount of time during which conditions are suitable for animals to engage in essential activities, such as securing food. Behavioural plasticity, the ability to alter behaviour in response to the environment, may provide animals with a tool to adjust to changes in the availability of suitable thermal conditions. The extent to which individuals can alter fitness-enhancing behaviours, such as food collection, to proximately buffer variation in temperature, however, remains unclear. Even less well understood are the potential performance advantages of flexible strategies among endotherms. We examined the degree to which individuals altered rates of food collection in response to temperature, and two potential benefits, using the American pika (Ochotona princeps), a temperature-sensitive, food-hoarding mammal, as a model. From July-September 2013-2015, we used motion-activated cameras and in situ temperature loggers to examine pika food-caching activity for 72 individuals across 10 sites in the central Rocky Mountains, USA. We quantified % nitrogen by cache volume as a metric of cache quality, and the number of events during which pikas were active in temperatures ≥25°C as a measure of potential thermoregulatory stress. We found a strong negative effect of temperature on the rate at which pikas cached food. Individual responses to temperature varied substantially in both the level of food-collecting activity and in the degree to which individuals shifted activity with warming temperature. After accounting for available foraging time, individuals that exhibited greater plasticity collected a comparable amount of nitrogen, while simultaneously experiencing fewer occasions in which temperatures eclipsed estimated thermal tolerances. By varying food-collection norms of reaction, individuals were able to plastically respond to temperature-driven reductions in foraging time. Through this increased flexibility, individuals amassed food caches of comparable quality, while minimizing exposure to potentially stressful thermal conditions. Our results suggest that, given sufficient resource quality and availability, plasticity in foraging activity may help temperature-limited endotherms adjust to climate-related constraints on foraging time.
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Affiliation(s)
- L Embere Hall
- Wyoming Cooperative Fish and Wildlife Research Unit, Department of Zoology and Physiology and Program in Ecology, University of Wyoming, Laramie, Wyoming
| | - Anna D Chalfoun
- U.S. Geological Survey, Wyoming Cooperative Fish and Wildlife Research Unit, Department of Zoology and Physiology and Program in Ecology, University of Wyoming, Laramie, Wyoming
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Rodhouse TJ, Jeffress MR, Sherrill KR, Mohren SR, Nordensten NJ, Magnuson ML, Schwalm D, Castillo JA, Shinderman M, Epps CW. Geographical variation in the influence of habitat and climate on site occupancy turnover in American pika (
Ochotona princeps
). DIVERS DISTRIB 2018. [DOI: 10.1111/ddi.12791] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Affiliation(s)
- Thomas J. Rodhouse
- National Park Service Upper Columbia Basin Network Oregon State University‐Cascades Bend Oregon
| | | | | | | | | | | | - Donelle Schwalm
- Department of Fisheries and Wildlife Oregon State University Corvallis Oregon
| | - Jessica A. Castillo
- Department of Fisheries and Wildlife Oregon State University Corvallis Oregon
| | - Matthew Shinderman
- Human and Ecosystem Resilience and Sustainability Lab Oregon State University‐Cascades Bend Oregon
| | - Clinton W. Epps
- Department of Fisheries and Wildlife Oregon State University Corvallis Oregon
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Jeffress MR, Gunst KJV, Millar CI. A Surprising Discovery of American Pika Sites in the Northwestern Great Basin. WEST N AM NATURALIST 2017. [DOI: 10.3398/064.077.0213] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Affiliation(s)
| | - K. Jane Van Gunst
- Nevada Department of Wildlife, 815 E. Fourth St., Winnemucca, NV 89445
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Mathewson PD, Moyer-Horner L, Beever EA, Briscoe NJ, Kearney M, Yahn JM, Porter WP. Mechanistic variables can enhance predictive models of endotherm distributions: the American pika under current, past, and future climates. GLOBAL CHANGE BIOLOGY 2017; 23:1048-1064. [PMID: 27500587 DOI: 10.1111/gcb.13454] [Citation(s) in RCA: 54] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/04/2016] [Accepted: 07/05/2016] [Indexed: 06/06/2023]
Abstract
How climate constrains species' distributions through time and space is an important question in the context of conservation planning for climate change. Despite increasing awareness of the need to incorporate mechanism into species distribution models (SDMs), mechanistic modeling of endotherm distributions remains limited in this literature. Using the American pika (Ochotona princeps) as an example, we present a framework whereby mechanism can be incorporated into endotherm SDMs. Pika distribution has repeatedly been found to be constrained by warm temperatures, so we used Niche Mapper, a mechanistic heat-balance model, to convert macroclimate data to pika-specific surface activity time in summer across the western United States. We then explored the difference between using a macroclimate predictor (summer temperature) and using a mechanistic predictor (predicted surface activity time) in SDMs. Both approaches accurately predicted pika presences in current and past climate regimes. However, the activity models predicted 8-19% less habitat loss in response to annual temperature increases of ~3-5 °C predicted in the region by 2070, suggesting that pikas may be able to buffer some climate change effects through behavioral thermoregulation that can be captured by mechanistic modeling. Incorporating mechanism added value to the modeling by providing increased confidence in areas where different modeling approaches agreed and providing a range of outcomes in areas of disagreement. It also provided a more proximate variable relating animal distribution to climate, allowing investigations into how unique habitat characteristics and intraspecific phenotypic variation may allow pikas to exist in areas outside those predicted by generic SDMs. Only a small number of easily obtainable data are required to parameterize this mechanistic model for any endotherm, and its use can improve SDM predictions by explicitly modeling a widely applicable direct physiological effect: climate-imposed restrictions on activity. This more complete understanding is necessary to inform climate adaptation actions, management strategies, and conservation plans.
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Affiliation(s)
- Paul D Mathewson
- Department of Zoology, University of Wisconsin-Madison, Madison, WI, 53703, USA
| | - Lucas Moyer-Horner
- Department of Zoology, University of Wisconsin-Madison, Madison, WI, 53703, USA
- Department of Biology, University of Utah, Salt Lake City, UT, 84112, USA
| | - Erik A Beever
- U.S. Geological Survey, Northern Rocky Mountain Science Center, Bozeman, MT, 59715, USA
- Department of Ecology, Montana State University, Bozeman, MT, 59715, USA
| | - Natalie J Briscoe
- School of BioSciences, University of Melbourne, Melbourne, VIC, 3010, Australia
| | - Michael Kearney
- School of BioSciences, University of Melbourne, Melbourne, VIC, 3010, Australia
| | - Jeremiah M Yahn
- Department of Zoology, University of Wisconsin-Madison, Madison, WI, 53703, USA
| | - Warren P Porter
- Department of Zoology, University of Wisconsin-Madison, Madison, WI, 53703, USA
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Rodhouse TJ, Hovland M, Jeffress MR. Variation in subsurface thermal characteristics of microrefuges used by range core and peripheral populations of the American pika ( Ochotona princeps). Ecol Evol 2017; 7:1514-1526. [PMID: 28261461 PMCID: PMC5330895 DOI: 10.1002/ece3.2763] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2016] [Revised: 12/20/2016] [Accepted: 12/22/2016] [Indexed: 11/28/2022] Open
Abstract
Microrefuges provide microclimates decoupled from inhospitable regional climate regimes that enable range‐peripheral populations to persist and are important to cold‐adapted species in an era of accelerated climate change. However, identifying and describing the thermal characteristics of microrefuge habitats is challenging, particularly for mobile organisms in cryptic, patchy habitats. We examined variation in subsurface thermal conditions of microrefuge habitats among different rock substrate types used by the American pika (Ochotona princeps), a climate‐sensitive, rock‐dwelling Lagomorph. We compared subsurface temperatures in talus and lava substrates in pika survey sites in two US national park units; one park study area on the range periphery and the other in the range core. We deployed paired sensors to examine within‐site temperature variation. We hypothesized that subsurface temperatures within occupied sites and structurally complex substrates would be cooler in summer and warmer in winter than unoccupied and less complex sites. Although within‐site variability was high, with correlations between paired sensors as low as 47%, we found compelling evidence that pikas occupy microrefuge habitats where subsurface conditions provide more thermal stability than in unoccupied microhabitats. The percentage of days in which microhabitat temperatures were between −2.5 and 25.5°C was significantly higher in occupied sites. Interestingly, thermal conditions were substantially more stable (p < .05) in the lava substrate type identified to be preferentially used by pikas (pahoehoe vs. a'a) in a previous study. Our study and others suggest that thermal stability appears to be the defining characteristic of subsurface microrefuges used by American pikas and is a likely explanation for enigmatic population persistence at the range periphery. Our study exemplifies an integrated approach for studying complex microhabitat conditions, paired with site use surveys and contextualized with information about gene flow provided by complementary studies.
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Affiliation(s)
| | - Matthew Hovland
- Department of Fish and Wildlife University of Idaho Moscow ID USA; Present address: Department of Animal and Rangeland Sciences Oregon State University 112 Withycombe Hall Corvallis OR 97331 USA
| | - Mackenzie R Jeffress
- Department of Fish and Wildlife University of Idaho Moscow ID USA; Nevada Department of Wildlife Elko NV USA
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Smith AT, Nagy JD, Millar CI. Behavioral Ecology of American Pikas (Ochotona princeps) at Mono Craters, California: Living on the Edge. WEST N AM NATURALIST 2016. [DOI: 10.3398/064.076.0408] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Affiliation(s)
- Andrew T. Smith
- School of Life Sciences, Arizona State University, Tempe, AZ 85287-4501. E-mail:
| | - John D. Nagy
- Department of Life Sciences, Scottsdale Community College, Scottsdale, AZ 85250
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10
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Ray C, Beever EA, Rodhouse TJ. Distribution of a climate‐sensitive species at an interior range margin. Ecosphere 2016. [DOI: 10.1002/ecs2.1379] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022] Open
Affiliation(s)
- Chris Ray
- Institute of Arctic and Alpine ResearchUniversity of Colorado Boulder Colorado 80309 USA
| | - Erik A. Beever
- United States Geological SurveyNorthern Rocky Mountain Science Center Bozeman Montana 59715 USA
- Department of EcologyMontana State University Bozeman Montana 59715 USA
- Ashland Wisconsin 54806 USA
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Varner J, Horns JJ, Lambert MS, Westberg E, Ruff JS, Wolfenberger K, Beever EA, Dearing MD. Plastic pikas: Behavioural flexibility in low-elevation pikas (Ochotona princeps). Behav Processes 2016; 125:63-71. [DOI: 10.1016/j.beproc.2016.01.009] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2016] [Accepted: 01/25/2016] [Indexed: 11/17/2022]
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