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Space-Time Modelling of the Spread of Salmon Lice between and within Norwegian Marine Salmon Farms

机译:挪威海洋鲑鱼养殖场之间和内部鲑鱼虱传播的时空建模

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摘要

Parasitic salmon lice are potentially harmful to salmonid hosts and farm produced lice pose a threat to wild salmonids. To control salmon lice infections in Norwegian salmonid farming, numbers of lice are regularly counted and lice abundance is reported from all salmonid farms every month. We have developed a stochastic space-time model where monthly lice abundance is modelled simultaneously for all farms. The set of farms is regarded as a network where the degree of contact between farms depends on their seaway distance. The expected lice abundance at each farm is modelled as a function of i) lice abundance in previous months at the same farm, ii) at neighbourhood farms, and iii) other, unspecified sources. In addition, the model includes explanatory variables such as seawater temperature and farm-numbers of fish. The model gives insight into factors that affect salmon lice abundance and contributing sources of infection. New findings in this study were that 66% of the expected salmon lice abundance was attributed to infection within farms, 28% was attributed to infection from neighbourhood farms and 6% to non-specified sources of infection. Furthermore, we present the relative risk of infection between neighbourhood farms as a function of seaway distance, which can be viewed as a between farm transmission kernel for salmon lice. The present modelling framework lays the foundation for development of future scenario simulation tools for examining the spread and abundance of salmon lice on farmed salmonids under different control regimes.
机译:寄生鲑鱼虱可能对鲑鱼宿主有害,而农场生产的虱子对野生鲑鱼构成威胁。为了控制挪威鲑鱼养殖中的鲑鱼虱子感染,定期对虱子数量进行计数,并每月报告所有鲑鱼养殖场的虱子丰度。我们开发了一个随机时空模型,其中为所有农场同时模拟了每月的虱子丰度。农场集被视为一个网络,其中农场之间的接触程度取决于他们的航道距离。将每个农场的预期虱子丰度建模为以下功能:i)同一农场前几个月的虱子丰度; ii)邻里农场; iii)其他未指定来源。此外,该模型还包含解释性变量,例如海水温度和鱼类养殖场数量。该模型可以深入了解影响鲑鱼虱子丰度和造成感染源的因素。这项研究的新发现是,预期鲑鱼虱子丰度的66%归因于养殖场内的感染,28%归因于附近养殖场的感染,而6%归因于非特定的感染源。此外,我们提出了邻近养殖场之间感染的相对风险,它是航道距离的函数,可以看作是鲑鱼虱子在养殖场之间传播的核心。当前的建模框架为开发未来情景模拟工具奠定了基础,该工具可用于检查不同控制方式下养殖鲑鱼上鲑鱼虱子的扩散和丰度。

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