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Considering the influence of land use/land cover on estuarine biotic richness with Bayesian hierarchical models.
Ecological Applications ( IF 5 ) Pub Date : 2022-07-14 , DOI: 10.1002/eap.2675
Andrew Challen Shamaskin 1 , Sandra B Correa 1 , Garrett M Street 1 , Anna C Linhoss 2 , Kristine O Evans 1
Affiliation  

The composition of land use/land cover (LULC) in coastal watersheds has many implications for estuarine system ecological function. Land use/land cover can influence allochthonous inputs and can enhance or degrade the physical characteristics of estuaries, which in turn affects estuaries' ability to support local biota. However, these implications for estuaries are often poorly considered when assessing the value of lands for conservation. The focus of research regarding terrestrial and estuarine interfaces often evaluates how LULC may stress estuarine ecosystems, but in this study we sought to understand how LULC may both positively and negatively affect estuaries using measures of observed biotic richness as proxies for estuarine function. We investigated the influence of LULC on estuarine biotic richness with Bayesian hierarchical models using multiple geospatial data sets from 33 estuaries and their associated watersheds along the Gulf of Mexico coastal region of the United States. We designed the hierarchical models with observed species richness of three functional groups (FGs) (i.e., pelagic fishes, forage fishes, and shrimp) from fishery-independent trawl surveys as response variables. We then set salinity and water temperature as trawl-specific covariates and measures of influence from six LULC classes as estuary-specific covariates and allowed the models to vary by estuary, trawl program, salinity, and temperature. The model results indicated that the observed richness of each FG was both positively and negatively associated with different LULC classes, with estuarine wetlands and forested lands demonstrating the strongest positive influences on each FG. The results are generally consistent with past studies, and the modeling framework provides a promising way to systematically quantify LULC linkages with the biotic health of estuaries for the purposes of potentially valuing the estuarine implications of land conservation.

中文翻译:

使用贝叶斯分层模型考虑土地利用/土地覆盖对河口生物丰富度的影响。

沿海流域土地利用/土地覆盖 (LULC) 的组成对河口系统的生态功能有很多影响。土地利用/土地覆盖会影响外来输入,并会增强或降低河口的物理特性,进而影响河口支持当地生物群的能力。然而,在评估土地保护价值时,这些对河口的影响往往没有得到充分考虑。关于陆地和河口界面的研究重点通常是评估 LULC 如何对河口生态系统造成压力,但在本研究中,我们试图通过使用观察到的生物丰富度指标作为河口功能的指标来了解 LULC 如何对河口产生积极和消极影响。我们使用来自美国墨西哥湾沿海地区 33 个河口及其相关流域的多个地理空间数据集,使用贝叶斯分层模型调查了 LULC 对河口生物丰富度的影响。我们设计了分层模型,将独立于渔业的拖网调查中观察到的三个功能组 (FG)(即中上层鱼类、饲料鱼和虾)的物种丰富度作为响应变量。然后,我们将盐度和水温设置为特定于拖网的协变量,并将来自六个 LULC 类别的影响度量设置为特定于河口的协变量,并允许模型因河口、拖网计划、盐度和温度而异。模型结果表明,观察到的每个 FG 的丰富度与不同的 LULC 类别呈正相关和负相关,河口湿地和林地对每个 FG 都有最强烈的积极影响。结果与过去的研究大体一致,建模框架提供了一种有前途的方法来系统地量化 LULC 与河口生物健康的联系,以便潜在地评估土地保护对河口的影响。
更新日期:2022-05-17
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