Reconstructing 120 years of climate change impacts on Joshua tree flowering

IF 7.6 1区 环境科学与生态学 Q1 ECOLOGY
Ecology Letters Pub Date : 2024-08-02 DOI:10.1111/ele.14478
Jeremy B. Yoder, Ana Karina Andrade, Lesley A. DeFalco, Todd C. Esque, Colin J. Carlson, Daniel F. Shryock, Ray Yeager, Christopher I. Smith
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引用次数: 0

Abstract

Quantifying how global change impacts wild populations remains challenging, especially for species poorly represented by systematic datasets. Here, we infer climate change effects on masting by Joshua trees (Yucca brevifolia and Y. jaegeriana), keystone perennials of the Mojave Desert, from 15 years of crowdsourced observations. We annotated phenophase in 10,212 geo-referenced images of Joshua trees on the iNaturalist crowdsourcing platform, and used them to train machine learning models predicting flowering from annual weather records. Hindcasting to 1900 with a trained model successfully recovers flowering events in independent historical records and reveals a slightly rising frequency of conditions supporting flowering since the early 20th Century. This reflects increased variation in annual precipitation, which drives masting events in wet years—but also increasing temperatures and drought stress, which may have net negative impacts on recruitment. Our findings reaffirm the value of crowdsourcing for understanding climate change impacts on biodiversity.

Abstract Image

Abstract Image

重建 120 年气候变化对约书亚树开花的影响。
量化全球变化对野生种群的影响仍然具有挑战性,尤其是对于系统数据集代表性较差的物种。在这里,我们通过 15 年的众包观测,推断气候变化对莫哈韦沙漠多年生植物约书亚树(Yucca brevifolia 和 Y. jaegeriana)植被的影响。我们注释了 iNaturalist 众包平台上 10,212 张约书亚树地理参照图像中的物候期,并利用这些图像来训练根据年度天气记录预测开花的机器学习模型。利用训练好的模型对 1900 年进行后向预测,成功恢复了独立历史记录中的开花事件,并发现自 20 世纪初以来,支持开花的条件频率略有上升。这反映了年降水量变化的增加,它推动了潮湿年份的开花事件,但同时也反映了温度和干旱压力的增加,这可能会对招花产生净负面影响。我们的研究结果再次证明了众包对于了解气候变化对生物多样性影响的价值。
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来源期刊
Ecology Letters
Ecology Letters 环境科学-生态学
CiteScore
17.60
自引率
3.40%
发文量
201
审稿时长
1.8 months
期刊介绍: Ecology Letters serves as a platform for the rapid publication of innovative research in ecology. It considers manuscripts across all taxa, biomes, and geographic regions, prioritizing papers that investigate clearly stated hypotheses. The journal publishes concise papers of high originality and general interest, contributing to new developments in ecology. Purely descriptive papers and those that only confirm or extend previous results are discouraged.
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