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An integrated modeling approach to estimating Gunnison sage-grouse population dynamics: combining index and demographic data

机译:估计冈尼森鼠尾草种群动态的综合建模方法:结合指数和人口统计数据

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摘要

Evaluation of population dynamics for rare and declining species is often limited to data that are sparse and/or of poor quality. Frequently, the best data available for rare bird species are based on large-scale, population count data. These data are commonly based on sampling methods that lack consistent sampling effort, do not account for detectability, and are complicated by observer bias. For some species, short-term studies of demographic rates have been conducted as well, but the data from such studies are typically analyzed separately. To utilize the strengths and minimize the weaknesses of these two data types, we developed a novel Bayesian integrated model that links population count data and population demographic data through population growth rate (λ) for Gunnison sage-grouse (Centrocercus minimus). The long-term population index data available for Gunnison sage-grouse are annual (years 1953–2012) male lek counts. An intensive demographic study was also conducted from years 2005 to 2010. We were able to reduce the variability in expected population growth rates across time, while correcting for potential small sample size bias in the demographic data. We found the population of Gunnison sage-grouse to be variable and slightly declining over the past 16 years.
机译:对稀有和下降物种的种群动态评估通常仅限于稀疏和/或质量较差的数据。通常,稀有鸟类的最佳数据基于大规模的种群计数数据。这些数据通常基于缺乏一致的采样工作,不考虑可检测性并且因观察者的偏见而复杂化的采样方法。对于某些物种,也已经进行了人口统计率的短期研究,但通常会单独分析这些研究的数据。为了利用这两种数据类型的优势并最大程度地减少其劣势,我们开发了一种新颖的贝叶斯综合模型,该模型通过Gunnison鼠尾草(Centrocercus minimus)的人口增长率(λ)将人口计数数据和人口统计数据联系起来。可用于Gunnison鼠尾草的长期人口指数数据是每年(1953-2012年)男性韭菜计数。从2005年到2010年,我们还进行了深入的人口统计学研究。我们能够减少人口预期增长率随时间的变化,同时校正了人口统计学数据中潜在的小样本规模偏差。我们发现Gunnison鼠尾草的种群在过去16年中是可变的并且略有下降。

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