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Natural History and Distribution of a High Elevation Endemic, Telesonix jamesii (Saxifragacae)

机译:高海拔地方病 Telesonix jamesii (Saxifragacae) 的自然历史和分布

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摘要

Telesonix jamesii, a rare perennial saxifrage, is restricted rocky habitats at high elevations in the southern Rocky Mountains of Colorado and New Mexico. Despite its imperiled conservation status, very little is known about the natural history of T. jamesii. We studied pollination of this species during the summers of 2019–2021 at multiple sites on Pikes Peak, CO. Here, we show that flowers of T. jamesii are visited by an unspecialized assemblage of insects and one species of hummingbird. Bumble bees (Bombus) were the most observed species visiting flowers, as well as the only group found carrying T. jamesii pollen. Our findings suggest that T. jamesii is infrequently pollinated and we infer that gene flow for this species may therefore be low. We also investigate the utility of iNaturalist data for developing SDMs for T .jamesii. Because methods for modeling rare species are limited in the literature, five different modeling techniques were considered. We found that a random forest model using ensemble training data performed the highest of any model. We then compared the performance of random forest models that use only natural history training data and those that use a combination of natural history (herbarium specimen) and iNaturalist training data. All models relied heavily on climate data (Bio9, Bio18), which indicates that this species is under threat as climate continues to change. Validation datasets affected model fits as well. Models using only herbarium data performed poorer when evaluated with cross validation than validated externally with iNaturalist data. We found that adding iNaturalist data to herbarium training data provided higher model accuracy than herbarium data alone. This study can serve as a framework for future SDM studies of species with similar data limitations.
机译:Telesonix jamesii 是一种稀有的多年生虎耳草,是科罗拉多州和新墨西哥州落基山脉南部高海拔地区的受限岩石栖息地。尽管它处于濒危的保护状态,但人们对 T. jamesii 的自然历史知之甚少。我们研究了 2019-2021 年夏季在科罗拉多州派克峰的多个地点的该物种的授粉情况。在这里,我们展示了 T. jamesii 的花朵被一群非专门的昆虫和一种蜂鸟访问。大黄蜂 (Bombus) 是观察到的最多的访问花朵的物种,也是唯一被发现携带 T. jamesii 花粉的群体。我们的研究结果表明,T. jamesii 不经常授粉,因此我们推断该物种的基因流可能很低。我们还调查了 iNaturalist 数据在 T .jamesii 开发 SDM 的效用。由于文献中对稀有物种进行建模的方法有限,因此考虑了五种不同的建模技术。我们发现,使用集成训练数据的随机森林模型在所有模型中表现最高。然后,我们比较了仅使用自然历史训练数据的随机森林模型与使用自然历史(植物标本)和 iNaturalist 训练数据组合的随机森林模型的性能。所有模型都严重依赖气候数据(Bio9、Bio18),这表明随着气候的持续变化,该物种正受到威胁。验证数据集也会影响模型拟合。仅使用植物标本馆数据的模型在通过交叉验证进行评估时,比使用 iNaturalist 数据进行外部验证时表现更差。我们发现,将 iNaturalist 数据添加到植物标本馆训练数据中比单独的植物标本数据提供了更高的模型准确性。这项研究可以作为未来对具有类似数据限制的物种进行 SDM 研究的框架。

著录项

  • 作者

    Gaier, Andrew George.;

  • 作者单位

    University of Colorado at Boulder.;

    University of Colorado at Boulder.;

    University of Colorado at Boulder.;

  • 授予单位 University of Colorado at Boulder.;University of Colorado at Boulder.;University of Colorado at Boulder.;
  • 学科 Botany.;Ecology.;Biology.;Endangered extinct species.
  • 学位
  • 年度 2022
  • 页码 54
  • 总页数 54
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Botany.; Ecology.; Biology.; Endangered extinct species.;

    机译:植物学.;生态学。;生物学。;濒危和灭绝的物种。;

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