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The Influence of Environmental Variables on the Presence of White Sharks Carcharodon carcharias at Two Popular Cape Town Bathing Beaches: A Generalized Additive Mixed Model

机译:环境变量对两个受欢迎的开普敦海水浴场中白鲨Carcharodon carcharias的存在的影响:广义混合模型

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摘要

Shark attacks on humans are high profile events which can significantly influence policies related to the coastal zone. A shark warning system in South Africa, Shark Spotters, recorded 378 white shark (Carcharodon carcharias) sightings at two popular beaches, Fish Hoek and Muizenberg, during 3690 six-hour long spotting shifts, during the months September to May 2006 to 2011. The probabilities of shark sightings were related to environmental variables using Binomial Generalized Additive Mixed Models (GAMMs). Sea surface temperature was significant, with the probability of shark sightings increasing rapidly as SST exceeded 14°C and approached a maximum at 18°C, whereafter it remains high. An 8 times (Muizenberg) and 5 times (Fish Hoek) greater likelihood of sighting a shark was predicted at 18°C than at 14°C. Lunar phase was also significant with a prediction of 1.5 times (Muizenberg) and 4 times (Fish Hoek) greater likelihood of a shark sighting at new moon than at full moon. At Fish Hoek, the probability of sighting a shark was 1.6 times higher during the afternoon shift compared to the morning shift, but no diel effect was found at Muizenberg. A significant increase in the number of shark sightings was identified over the last three years, highlighting the need for ongoing research into shark attack mitigation. These patterns will be incorporated into shark awareness and bather safety campaigns in Cape Town.
机译:鲨鱼对人类的袭击是引人注目的事件,可能会严重影响与沿海地区有关的政策。南非的鲨鱼预警系统Shark Spotters在2006年9月至2006年5月至2011年的3690个小时的六个小时内,记录了在两个受欢迎的海滩Fish Hoek和Muizenberg上发现的378条白鲨(Carcharodon carcharias)。使用二项式广义加性混合模型(GAMM),发现鲨鱼的概率与环境变量有关。海表温度很明显,当海温超过14°C并在18°C达到最高值时,发现鲨鱼的可能性迅速增加,此后一直很高。预计在18°C下发现鲨鱼的可能性比在14°C下高8倍(梅森贝格)和5倍(鱼霍克)。月相也很重要,与在满月相比,新月发现鲨鱼的可能性要大1.5倍(梅森贝格)和4倍(鱼霍克)。在菲什霍克(Fish Hoek),下午班次中发现鲨鱼的概率是早上班级中发现鲨鱼的概率的1.6倍,但梅森贝格(Muizenberg)没有发现迪尔效应。在过去的三年中,发现鲨鱼的人数显着增加,这突出表明有必要对缓解鲨鱼袭击进行持续的研究。这些模式将被纳入开普敦的鲨鱼意识和沐浴者安全运动中。

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