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Uncertainty in population growth rates: determiningudconfidence intervals from point estimates of parameters

机译:人口增长率的不确定性:确定 ud参数点估计的置信区间

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摘要

Background: Demographic models are widely used in conservation and management, and their parameterisation often relies on data collected for other purposes. When underlying data lack clear indications of associated uncertainty, modellers often fail to account for that uncertainty in model outputs, such as estimates of population growth.udMethodology/Principal Findings: We applied a likelihood approach to infer uncertainty retrospectively from pointudestimates of vital rates. Combining this with resampling techniques and projection modelling, we show that confidenceudintervals for population growth estimates are easy to derive. We used similar techniques to examine the effects of sample size on uncertainty. Our approach is illustrated using data on the red fox, Vulpes vulpes, a predator of ecological and cultural importance, and the most widespread extant terrestrial mammal. We show that uncertainty surrounding estimated population growth rates can be high, even for relatively well-studied populations. Halving that uncertainty typically requires a quadrupling of sampling effort.udConclusions/Significance: Our results compel caution when comparing demographic trends between populations withoutudaccounting for uncertainty. Our methods will be widely applicable to demographic studies of many species.
机译:背景:人口模型广泛用于保护和管理,其参数化通常依赖于为其他目的而收集的数据。当基础数据缺乏明确的相关不确定性指示时,建模人员通常无法解释模型输出中的不确定性,例如人口增长的估计值。 ud方法论/主要发现:我们应用了一种似然方法,从生命的关键点估计中回顾性地得出不确定性。费率。将其与重采样技术和投影建模相结合,我们显示出人口增长估计值的置信 udintervals很容易得出。我们使用类似的技术来检查样本量对不确定性的影响。我们的方法通过有关赤狐,狐狸狐狸(一种具有生态和文化重要性的捕食者)以及现存最广泛的陆生哺乳动物的数据进行了说明。我们表明,即使是相对经过仔细研究的人口,估计人口增长率的不确定性也可能很高。将不确定性减少一半通常需要四倍的抽样工作量。 ud结论/重要性:在不考虑不确定性的情况下比较人群之间的人口趋势时,我们的结果必须谨慎。我们的方法将广泛应用于许多物种的人口统计学研究。

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