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通过三轴加速度对阿根廷黑白泰加蜥蜴(Salvator merianae)性别依赖性特定行为进行分类

Classification of sex-dependent specific behaviours by tri-axial acceleration in the tegu lizard Salvator merianae.

作者信息

Guadalupe-Silva Ane, Zena Lucas A, Hervas Livia Saccani, Rios Vitor Passos, Gargaglioni Luciane H, Buck C Loren, Bícego Kênia C

机构信息

School of Agricultural and Veterinary Sciences, São Paulo State University (UNESP), Jaboticabal, SP, Brazil.

University of Gothenburg, Gothenburg, Sweden.

出版信息

Comp Biochem Physiol A Mol Integr Physiol. 2024 Dec;298:111744. doi: 10.1016/j.cbpa.2024.111744. Epub 2024 Sep 16.

Abstract

Validated patterns of behaviour detected by tri-axial acceleration in the laboratory can be used for remote measurements of free-living animals. The tegu lizard naturally occupies diverse biomes in South America and presents ecological threats in regions where it was artificially introduced. We aimed to validate the use of tri-axial acceleration to distinguish among behaviours of male and female tegus in captivity by comparing observed behaviours to recorded acceleration data. Adult animals were externally fitted with an accelerometer fixed between their scapulae to quantify anteroposterior, lateral, and dorsoventral acceleration. Video recordings of cameras positioned on the walls of the animal-holding arena documented behaviours. Behaviour patterns, such as resting, walking, and eating, were identified for both sexes, and nest building in females and courtship and copulation in males. Random Forest algorithm was used to validate the behaviour patterns from accelerometry data based on two models, random split (70 % training-30 % validation; RS) and leave-one-out (divided by individual; LOO). Although LOO showed lower accuracies than RS for all the acceleration data, nest building in females and copulation in males had high accuracies in both models. In contrast, the lowest accuracies for walking and eating indicates they may involve more inconsistent movement patterns. Comparing the results from RS and LOO, female behaviours may be more identifiable in the field using triaxial accelerometry than males. The identification of behaviours by accelerometry, especially related to reproduction, without the necessity for direct observation of the tegus would be helpful for conservation purposes, for both natural and invasive populations.

摘要

在实验室中通过三轴加速度检测到的经过验证的行为模式可用于对自由活动动物进行远程测量。泰加蜥蜴自然分布于南美洲的多种生物群落中,并在其被人为引入的地区构成生态威胁。我们旨在通过将观察到的行为与记录的加速度数据进行比较,来验证使用三轴加速度区分圈养环境中雄性和雌性泰加蜥蜴行为的方法。成年动物在肩胛骨之间外部佩戴一个加速度计,以量化前后、横向和背腹方向的加速度。放置在动物饲养场墙壁上的摄像头的视频记录记录了动物的行为。确定了两性的行为模式,如休息、行走和进食,以及雌性的筑巢行为和雄性的求偶与交配行为。基于随机分割(70%训练 - 30%验证;RS)和留一法(按个体划分;LOO)两种模型,使用随机森林算法从加速度计数据中验证行为模式。尽管对于所有加速度数据,留一法显示的准确率低于随机分割法,但在两种模型中,雌性的筑巢行为和雄性的交配行为准确率都很高。相比之下,行走和进食的准确率最低,这表明它们可能涉及更不一致的运动模式。比较随机分割法和留一法的结果,使用三轴加速度测量法在野外可能更容易识别雌性的行为。通过加速度测量法识别行为,特别是与繁殖相关的行为,而无需直接观察泰加蜥蜴,这对于自然种群和入侵种群的保护目的都将有所帮助。

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