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Examining Temporal Sample Scale and Model Choice with Spatial Capture-Recapture Models in the Common Leopard Panthera
Joshua F Goldberg1, Tshering Tempa1,2, Nawang Norbu2
1Wildlife Biology Program, Department of Ecosystem and Conservation Science, College of Forestry and Conservation, University of Montana, Missoula, Montana, United States of America.
Estimating large carnivore populations is challenging. Spatial capture-recapture (SCR) models, using daily sampling intervals, improve precision for monitoring elusive species like leopards and informing conservation efforts.
Area of Science:
- Wildlife Ecology
- Conservation Biology
- Population Dynamics
Background:
- Large carnivores face significant threats, including habitat loss and human-wildlife conflict.
- Accurate population density and trend estimation is crucial for effective conservation.
- The elusive nature and low densities of these animals hinder detection and monitoring.
Purpose of the Study:
- To investigate the impact of different sampling interval lengths on density estimates using spatial capture-recapture (SCR) models.
- To evaluate the effectiveness of Bayesian SCR methods and Bayes factors for ecological model selection.
- To estimate the population density of leopards (Panthera pardus) in Royal Manas National Park, Bhutan.
Main Methods:
- Application of Bayesian spatial capture-recapture (SCR) models to simulated and real camera-trapping data.
- Analysis of data from 22 leopards captured 82 times over a winter season.
- Development and application of Bayes factors for selecting ecological models integrating multiple factors.
Main Results:
- Sample interval length (daily, weekly, monthly, quarterly) did not significantly affect median abundance or density estimates but influenced precision.
- Precision gains were largest when moving from quarterly to shorter sampling intervals.
- Evidence of sex-specific movement distributions in leopards was found, impacting density estimation.
Conclusions:
- Daily sampling intervals are recommended for monitoring rare or elusive species when feasible, though monthly or quarterly intervals can also be informative.
- Bayesian SCR methods with Bayes factors effectively identify ecological drivers of population dynamics.
- The study estimated a leopard density of 10.0 leopards/100 km², providing valuable data for conservation management.
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