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Lucky To Be Alive, Luckier to Breed: Lifetime Reproduction in Weddell Seals 活着很幸运,繁殖更幸运:威德尔海豹的终生繁殖
IF 7.7 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2026-07-02 DOI: 10.1111/ele.70431
Alexis A. Diaz, Jay J. Rotella, Kaitlin R. Macdonald, Wenyun Zuo, Shripad Tuljapurkar

We utilized a long-term study of Weddell seals to compute lifetime reproductive success (LRS) distributions using a theoretical approach and an empirical approach. These comparisons are often difficult to achieve among natural populations but are important for disentangling sources of variation in lifetime measures. We performed three independent analyses: the first compared LRS and age-at-death distributions among populations living under different environmental conditions, the second focused on populations differing in individual heterogeneity (i.e., high or low reproductive strategy), and the third compared a theoretical LRS distribution with an empirical LRS distribution. Iceberg conditions increased the probability of LRS = 0 while individual heterogeneity had little influence on LRS distributions. Age-at-death distributions were also highly skewed and only early life mortality was affected by environmental condition. Our theoretical LRS distribution was strikingly similar to the empirical distribution estimated from females experiencing natural intrinsic trait variability and extrinsic environmental variability. We also examine inequality measures which show that females must be ‘lucky’ to survive past maturity and of those who do, only 74% breed. These findings contribute to ongoing research that reveals how diversity in lifetime outcomes is largely governed by chance alone.

我们利用威德尔海豹的长期研究,采用理论方法和实证方法计算终身繁殖成功(LRS)分布。这些比较通常难以在自然种群中实现,但对于解开生命周期测量中变异的来源是重要的。我们进行了三个独立的分析:第一个比较了生活在不同环境条件下的种群的LRS和年龄-死亡分布,第二个重点研究了个体异质性(即高或低繁殖策略)的种群,第三个比较了理论LRS分布和经验LRS分布。冰山条件增加了LRS = 0的概率,而个体异质性对LRS分布的影响不大。年龄-死亡分布也高度倾斜,只有早期生命死亡率受到环境条件的影响。我们的理论LRS分布与经历自然内在性状变异性和外在环境变异性的女性估计的经验分布惊人地相似。我们还研究了不平等指标,表明雌性必须“幸运”地活过成熟期,而那些成功的雌性中,只有74%的雌性繁殖。这些发现有助于正在进行的研究,揭示了一生结果的多样性在很大程度上是由偶然因素决定的。
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引用次数: 0
Three-Dimensional Correlated Random Walks for Animal Movement and Habitat Selection 动物运动与栖息地选择的三维相关随机行走。
IF 7.7 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2026-07-01 DOI: 10.1111/ele.70414
Natasha Klappstein, Théo Michelot, Ron Togunov, Joanna Mills Flemming

Animal movement and habitat selection underpin important ecological phenomena, from individual behaviour to population-level distributions. Despite navigating three-dimensional space, animals' movement is typically measured and analysed on a two-dimensional plane, which limits our understanding of species that swim or fly. Therefore, we propose a step selection function (SSF) capable of quantifying animal movement and habitat selection in three dimensions. We formulate a very general family of three-dimensional correlated random walks, aimed at capturing unique features of three-dimensional data. Using Antarctic petrel data, we illustrate how these SSFs can be used to assess selection for vertically-stratified habitat, account for barriers (e.g., the ground or ocean surface), and model attraction to any number of directional targets. Our modelling framework provides a solid foundation for three-dimensional analyses, which will be crucial to answer ecological questions that would otherwise be ignored in two dimensions.

从个体行为到种群分布,动物运动和栖息地选择是重要生态现象的基础。尽管在三维空间中航行,但动物的运动通常是在二维平面上测量和分析的,这限制了我们对游泳或飞行物种的理解。因此,我们提出了一个能够在三维空间中量化动物运动和栖息地选择的阶跃选择函数(SSF)。我们制定了一个非常一般的三维相关随机漫步族,旨在捕捉三维数据的独特特征。利用南极海燕的数据,我们说明了这些ssf如何用于评估垂直分层栖息地的选择,解释障碍(例如,地面或海洋表面),并模拟对任意数量定向目标的吸引力。我们的建模框架为三维分析提供了坚实的基础,这对于回答在二维环境中可能被忽略的生态问题至关重要。
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引用次数: 0
Higher-Order Interactions Can Promote Coexistence by Rewiring Intransitivities Into Competitive Networks 高阶互动可以通过将非传递性重新布线到竞争网络中来促进共存
IF 7.7 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2026-06-30 DOI: 10.1111/ele.70415
Zachary Hajian-Forooshani, Ivette Perfecto, Warren Irizarry, John Vandermeer

Higher-order interactions (HOIs) are widely predicted to promote coexistence, yet the underlying ecological mechanisms behind this effect remain largely unexplored in natural communities. Here, we integrate natural history and theory to show how HOIs can restructure competitive networks and influence coexistence. With over 2 years of data on a tropical ant community, we estimate pairwise competitive interactions and demonstrate that, in isolation, they fail to recreate observed community dynamics. We find that inclusion of an HOI, imposed by a parasitoid of the dominant species, can theoretically reorganize competitive networks to mirror the dynamics of the empirical system. We demonstrate how temporal variation in HOIs forces the community between dominance regimes and that the interregnum between regimes is riddled with competitive intransitivities that promote coexistence. This work provides an empirical example of the ecological mechanisms behind the coexistence-promoting effects of HOIs and suggests that HOIs and intransitivity, which are typically treated separately, can be mechanistically linked through the rewiring of species interactions.

高阶相互作用(hoi)被广泛预测为促进共存,但这种作用背后的潜在生态机制在自然群落中仍未被探索。在这里,我们将自然史和理论结合起来,展示hoi如何重构竞争网络并影响共存。利用一个热带蚂蚁群落2年多的数据,我们估计了两两竞争相互作用,并证明,在孤立的情况下,它们无法重现观察到的群落动态。我们发现,由优势物种的寄生体施加的HOI,理论上可以重组竞争网络,以反映经验系统的动态。我们展示了hoi的时间变化如何迫使主导政权之间的社区,以及政权之间的过渡期充满了促进共存的竞争性非传递性。本研究为hoi促进共存效应背后的生态机制提供了一个实证例子,并表明通常被分开处理的hoi和非传递性可以通过物种相互作用的重新布线而在机制上联系起来。
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引用次数: 0
Plants That Evolved Under High Phylogenetic Diversity Have Higher Invasion Success, Particularly in Undisturbed Communities 在高系统发育多样性下进化的植物具有更高的入侵成功率,特别是在未受干扰的群落中
IF 7.7 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2026-06-25 DOI: 10.1111/ele.70417
Joshua I. Brian, Mark van Kleunen, Wayne Dawson, Anne Kempel, Weihan Zhao, Jane A. Catford

The evolutionary imbalance hypothesis predicts that species from ecologically stable regions of high genetic potential and intense competition are more likely to be invasive, while regions with the opposite characteristics are more likely to be invasible. Relative phylogenetic diversity (PD) of species' indigenous ranges could indicate evolutionary imbalance and help identify high-risk invaders and vulnerable communities. We tested this with three seed addition experiments where 166 species of varying origins were sown into disturbed and undisturbed grassland plots. Species with high relative indigenous-PD had high colonisation and first-year survival regardless of disturbance, whereas species with low relative indigenous-PD only colonised disturbed communities and at a lower rate. Species' indigenous-PD did not appear to affect second-year survival. Although long-term outcomes are unknown, evidence suggests that species with high relative indigenous-PD pose a high invasion risk, even to intact communities. Regional PD could help indicate species invasiveness and community invasibility, informing biosecurity.

进化不平衡假说预测来自高遗传潜力和激烈竞争的生态稳定区域的物种更有可能入侵,而具有相反特征的区域更有可能入侵。物种本土范围的相对系统发育多样性(PD)可以指示进化不平衡,有助于识别高风险入侵者和脆弱群落。我们通过3个不同来源的166种不同的种子添加试验,分别播种在受干扰和未受干扰的草地上。具有高相对本地PD的物种无论受到何种干扰,都具有较高的定殖率和第一年存活率,而具有低相对本地PD的物种只在受干扰的群落中定殖,而且定殖率较低。物种的本地PD似乎不影响第二年的生存。尽管长期结果尚不清楚,但有证据表明,具有较高相对本地PD的物种具有较高的入侵风险,即使对完整的群落也是如此。区域PD有助于指示物种入侵性和群落入侵性,为生物安全提供信息。
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引用次数: 0
Using Modern Coexistence Theory to Understand Community Disassembly 用现代共存理论理解群落解体。
IF 7.7 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2026-06-24 DOI: 10.1111/ele.70424
Joe Brennan, Sebastian J. Schreiber

Community disassembly examines how species extinction alters ecological communities. Sometimes, the extinction of one species can trigger the loss of others, known as secondary extinction. These secondary extinctions often result from complex species interactions, complicating the identification of underlying mechanisms. Here, we leverage Modern Coexistence Theory to identify when and why secondary extinctions occur. To identify when secondary extinctions occur, we introduce the community disassembly graph that uses invasion growth rates (IGRs) to identify transitions between coexisting communities due to extinction. When a secondary extinction is identified, we decompose the IGRs associated with the secondary extinction to understand why it occurs. We demonstrate the utility of this framework by applying it to models in which different species interactions–competition, facilitation and predation–contribute significantly to secondary extinctions. Our results show that Modern Coexistence Theory offers a flexible and interpretable approach to understanding when and why secondary extinctions occur.

群落解体研究物种灭绝如何改变生态群落。有时,一个物种的灭绝会引发其他物种的灭绝,这被称为二次灭绝。这些次生灭绝通常是由复杂的物种相互作用造成的,使潜在机制的识别变得更加复杂。在这里,我们利用现代共存理论来确定二次灭绝发生的时间和原因。为了确定次生灭绝发生的时间,我们引入了群落分解图,该图使用入侵增长率(IGRs)来识别共存群落之间由于灭绝而发生的过渡。当确定二次灭绝时,我们分解与二次灭绝相关的igr,以了解它发生的原因。我们通过将这一框架应用于不同物种相互作用(竞争、促进和捕食)对次生灭绝有重要影响的模型,证明了这一框架的实用性。我们的研究结果表明,现代共存理论提供了一种灵活和可解释的方法来理解何时以及为什么会发生二次灭绝。
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引用次数: 0
Niche Overlap Is Not Enough: Same Overlap, Contrasting Fluctuations 利基重叠是不够的:相同的重叠,对比波动。
IF 7.7 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2026-06-24 DOI: 10.1111/ele.70425
Akiva Goldberg, Oshrit Shtossel, Yoram Louzoun, Nadav M. Shnerb

Niche overlap (NO) is a cornerstone of coexistence theory, summarising the strength of competitive coupling among species. Yet NO collapses distinct mechanisms into a single value and may miss key dynamical features. We quantify this limitation by examining temporal correlations in species abundances, a key out-of-equilibrium observable in microbial ecology. Using a MacArthur-type consumer-resource model, we show that communities with identical NO can display opposite dynamical patterns. Within the resource-mediated fluctuation regime studied here, a yield-depletion mismatch (YDM)—the difference between depletion and yield dissimilarities—consistently predicts the sign and magnitude of abundance correlations across analytical approximations, stochastic simulations, and a reanalysis of microbial time series. In contrast, growth-rate correlations are governed by NO. More broadly, our results show that dynamical observables can depend on mechanistic details beyond those summarised by niche overlap.

生态位重叠(NO)是共存理论的基础,它概括了物种间竞争偶联的强度。然而,NO将不同的机制分解成一个单一的值,可能会错过关键的动力学特征。我们通过检查物种丰度的时间相关性来量化这种限制,这是微生物生态学中一个关键的不平衡观察。利用麦克阿瑟型消费者-资源模型,我们发现具有相同NO的群落可以表现出相反的动态模式。在这里研究的资源介导的波动机制中,产量-枯竭错配(YDM)——枯竭和产量差异之间的差异——在分析近似、随机模拟和微生物时间序列的再分析中一致地预测了丰度相关性的符号和大小。相反,增长率相关性由NO控制。更广泛地说,我们的结果表明,动态可观测值可以依赖于机械细节,而不是那些由生态位重叠总结的细节。
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引用次数: 0
Temperature and Resource Supply Drive Continental Variation in Size Structure of Freshwater Food Webs 温度和资源供应驱动淡水食物网大小结构的大陆变化。
IF 7.7 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2026-06-24 DOI: 10.1111/ele.70437
Vojsava Gjoni, Justin P. F. Pomeranz, James R. Junker, Jeff S. Wesner

Biological communities follow a remarkably consistent negative relationship between individual mass (M) and abundance (N), represented by a power law (N ~ Mλ). The parameter λ denotes the rate of decline in relative abundance from small to large individuals and serves as a proxy for energy transfer efficiency in food webs. Although warming is expected to affect λ, its influence remains uncertain, possibly due to interactions with resource supply. Using ~670,000 individual body sizes from stream food webs, we tested how temperature and resources shape λ. Temperature effects depended on resource supply (gross primary production [GPP] and organic matter standing stock [OM]) but contradicted expectations that λ becomes more negative with warming. At medium and high resources, λ becomes less negative under warming while no change occurred at low resources. Variation in OM, not GPP, drove these patterns, highlighting the role of external energy inputs and challenging the idea that large organisms are rarer at higher temperatures.

生物群落个体质量(M)与丰度(N)呈显著一致的负相关关系,表现为幂律(N ~ Mλ)。参数λ表示相对丰度从小个体到大个体的下降率,并作为食物网能量转移效率的代理。虽然预计变暖会影响λ,但其影响仍然不确定,可能是由于与资源供应的相互作用。我们使用来自流食物网的约67万个个体的体型,测试了温度和资源是如何塑造λ的。温度效应依赖于资源供应(初级生产总值[GPP]和有机质常存量[OM]),但与λ随着变暖变得更负的预期相矛盾。在中、高资源处,λ在变暖条件下负变弱,而在低资源处则没有变化。驱动这些模式的是有机质的变化,而不是GPP的变化,这突出了外部能量输入的作用,并挑战了大型生物在更高温度下更罕见的观点。
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引用次数: 0
Predictors of Food Web Resistance to Environmental Change 食物网抵抗环境变化的预测因子。
IF 7.7 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2026-06-24 DOI: 10.1111/ele.70434
Javier Jarillo, Jonathan F. Jupke, Tom Sinclair, Lorraine Maltby, Ralf B. Schäfer, Frederik De Laender

Impacts of environmental change on ecosystems are seemingly highly context-dependent and contingent on details. Here, we provide mathematical and numerical evidence that there is some generality to the resistance of food webs to species loss. To this end, we mathematically analyse simple food web models, run simulations with randomly wired food webs, develop a spatially explicit meta-community model for realistic macroinvertebrate communities inhabiting European streams, and analyse field data. These approaches jointly support three general rules for food web resistance: (1) all else equal, predators are more vulnerable than prey, and predator diversity declines before prey diversity; (2) food webs with higher prey diversity tend to be less resistant to environmental change; and (3) food web resistance decreases with the mean taxon tolerance and reaches a maximum at an optimal ratio of predator to prey tolerance. Our findings elucidate characteristics that make food webs vulnerable, fostering more effective conservation practices.

环境变化对生态系统的影响似乎高度依赖于环境,并取决于细节。在这里,我们提供了数学和数值证据,表明食物网对物种损失的抵抗力具有一定的普遍性。为此,我们在数学上分析了简单的食物网模型,对随机连接的食物网进行了模拟,为居住在欧洲河流中的现实大型无脊椎动物群落开发了一个空间明确的元群落模型,并分析了现场数据。这些方法共同支持食物网抗性的三个一般规律:(1)在其他条件相同的情况下,捕食者比猎物更脆弱,捕食者多样性先于猎物多样性下降;(2)猎物多样性较高的食物网对环境变化的抵抗力较弱;(3)食物网抗性随分类群平均耐受性的降低而降低,并在最佳食饵耐受性比时达到最大值。我们的发现阐明了食物网脆弱的特征,促进了更有效的保护措施。
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引用次数: 0
(In)determinacy in Woody Plants: Limits and Opportunities for Timing Growth in a Changing Climate 木本植物的确定性:气候变化中定时生长的限制和机会。
IF 7.7 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2026-06-24 DOI: 10.1111/ele.70435
Frederik Baumgarten, Sally Aitken, Yann Vitasse, Robert D. Guy, EM Wolkovich

When and how much plants grow under environmental constraints are fundamental questions in biology and increasingly important for predicting biomass production and carbon sequestration under climate change. While temperature and water availability directly regulate plant growth, the timing and rate of growth are also shaped by internal developmental programming, though this is rarely considered in predictions of tree growth responses to future climates. Here, we revisit a concept central to this internal programming—(in)determinacy. Focusing on woody plants, we define it as the extent to which annual shoot growth is deployed from preformed organs versus produced de novo during the current season. We argue that this trait is best understood as a continuum and that it can help explain contrasting growth responses in a changing climate. More determinate species concentrate growth within a narrow seasonal window, which may reduce exposure to late-season stress but also limit their ability to exploit longer growing seasons. More indeterminate species retain greater flexibility to extend or resume growth when conditions remain favourable, which may be advantageous under climate change, but this same flexibility may also increase exposure to frost, drought and incomplete tissue maturation. Because primary shoot growth also shapes canopy development and is linked to other growth processes, variation in (in)determinacy could help explain broader differences in whole-plant performance, carbon gain and species responses to climate change.

植物在环境约束下生长的时间和数量是生物学中的基本问题,并且对于预测气候变化下的生物量生产和碳固存越来越重要。虽然温度和水分供应直接调节植物生长,但生长的时间和速度也受到内部发育程序的影响,尽管在预测树木生长对未来气候的反应时很少考虑到这一点。在这里,我们重新审视这个内部编程的核心概念——确定性。关注木本植物,我们将其定义为在当前季节中,从预先形成的器官中部署的年新梢生长的程度与从头产生的程度。我们认为,这一特征最好被理解为一个连续体,它可以帮助解释在气候变化中不同的生长反应。更坚定的物种集中在一个狭窄的季节窗口内生长,这可能减少暴露于季末压力,但也限制了它们利用较长生长季节的能力。当条件保持有利时,更多不确定的物种保持更大的灵活性来延长或恢复生长,这在气候变化下可能是有利的,但这种灵活性也可能增加对霜冻、干旱和组织成熟不完全的暴露。由于初生芽的生长也会影响冠层的发育,并与其他生长过程有关,因此确定性的变化可能有助于解释整个植物性能、碳增益和物种对气候变化的反应的更广泛差异。
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引用次数: 0
AI, Comparative Advantage, and the Next Decade of Ecological Research 人工智能、比较优势与生态研究的下一个十年
IF 7.7 1区 环境科学与生态学 Q1 ECOLOGY Pub Date : 2026-06-24 DOI: 10.1111/ele.70427
John M. Drake
<p>Science is a highly, but not wholly, competitive enterprise. Scientists give considerable weight to priority of discovery. Watson and Crick raced Pauling to the structure of DNA; Darwin hurried the <i>Origin</i> into print after Wallace's letter arrived from the Malay Archipelago. Yet science also depends on cooperation in ways that markets do not. Researchers share methods, publish negative results (at least in principle), and build openly on each other's work. This tension between competition and cooperation is part of what keeps the enterprise moving forward. It also means that the strategic landscape of research (who has an advantage, and why) shifts as tools and norms change.</p><p>I want to argue that we are very likely approaching two such shifts in ecology, and that the second one will surprise many people who are focused on the first.</p><p>Economists since Ricardo have understood that trade benefits both parties when each specializes in what they do at lowest relative cost. The insight applies to research teams as much as to nations. A lab with deep expertise in Bayesian hierarchical modelling and a lab with a 20-year demographic dataset on desert rodents are each positioned to do work that the other cannot easily replicate. Their collaboration is productive precisely because their advantages are complementary.</p><p>The science-of-science literature has increasingly recognized this logic, even when it does not use the Ricardian label. Xiang et al. (<span>2025</span>) reviewed the growing literature on research topic choice, emphasizing how researchers select topics, methods and collaborators given their skills, networks, and institutional settings. Tripodi et al. (<span>2020</span>) showed that scientists' research trajectories are shaped by knowledge proximity and social relatedness: moving into a new area is easier when prior expertise and existing collaborations reduce the learning cost. That is a comparative advantage mechanism, even if the language is about networks and friction rather than trade theory. Scientists' rate of topic switching is increasing (Zeng et al. <span>2019</span>) and Venturini et al. (<span>2024</span>) found that collaboration facilitates these switches, especially collaboration with productive, high-impact researchers. That is, comparative advantage in science is often co-produced by the people around you.</p><p>Topic choice has direct consequences for who gets funded. Hoppe et al. (<span>2019</span>), analysing NIH applications, found that topic choice alone explained more than 20% of the funding gap between Black and white scientists after controlling for other factors. What you choose to work on interacts with the reward structure of the field.</p><p>At any given moment, then, the distribution of comparative advantages across the research community shapes what science gets done. When a particular skill is scarce and productive, those who possess it enjoy disproportionate influence. When that skill bec
科学是高度竞争的事业,但不是完全竞争的事业。科学家对发现的优先权给予相当的重视。沃森和克里克在DNA结构上与鲍林赛跑;华莱士的信从马来群岛寄来后,达尔文赶紧将《物种起源》付印。然而,科学也以市场所不具备的方式依赖于合作。研究人员分享方法,发表负面结果(至少在原则上),并公开地建立在彼此的工作基础上。竞争与合作之间的紧张关系是推动企业前进的部分原因。这也意味着研究的战略格局(谁有优势,为什么有优势)随着工具和规范的变化而变化。我想说的是,我们很可能正在接近两种这样的生态变化,而第二种变化将使许多关注第一种变化的人感到惊讶。李嘉图以来的经济学家们都明白,当双方都以最低的相对成本专注于自己所做的事情时,贸易对双方都有利。这种见解不仅适用于国家,也适用于研究团队。一个在贝叶斯层次模型方面拥有深厚专业知识的实验室和一个拥有20年沙漠啮齿动物人口统计数据的实验室,都有能力做对方无法轻易复制的工作。他们的合作之所以富有成效,正是因为他们的优势是互补的。科学文献越来越多地认识到这种逻辑,即使它没有使用李嘉图的标签。Xiang等人(2025)回顾了越来越多的关于研究主题选择的文献,强调研究人员如何根据他们的技能、网络和机构环境选择主题、方法和合作者。Tripodi等人(2020)表明,科学家的研究轨迹是由知识接近性和社会相关性塑造的:当先前的专业知识和现有的合作降低了学习成本时,进入一个新的领域更容易。这是一种比较优势机制,即使语言是关于网络和摩擦,而不是贸易理论。科学家的主题切换率正在增加(Zeng et al. 2019), Venturini et al.(2024)发现合作促进了这些切换,特别是与高产、高影响力的研究人员的合作。也就是说,科学中的比较优势通常是由你周围的人共同产生的。选题对谁获得资助有直接影响。Hoppe等人(2019)分析了NIH的申请,发现在控制了其他因素后,仅选题就可以解释黑人和白人科学家之间20%以上的资金差距。你选择的工作与该领域的奖励结构相互作用。因此,在任何给定的时刻,整个研究界的比较优势分布决定了科学的成果。当一项特殊技能稀缺且富有成效时,拥有这项技能的人就会享有不成比例的影响力。当这种技能变得普遍时,优势就会消失,局面就会重新调整。现在,在我看来,在生态学中,数量和计算的流畅性赋予了一种强大的比较优势。能够建立仿真模型,将复杂的统计框架与大型数据集相匹配,或部署机器学习进行图像分类和物种识别的研究人员已经成为围绕合成组织的领域的核心。这些技术需要专业知识。它们在整个社区中分布不均。而且他们的生产力很高。一个熟练的计算生态学家可以同时对几十项合作做出有意义的贡献,因为瓶颈很少是数据,而经常是分析。这种优势正开始被削弱。人工智能辅助研究工具现在可以进行文献合成、生成和调试代码,并自动完成大部分分析流程。Lu等人(2026)最近展示了一个名为“人工智能科学家”的系统,该系统可以自主产生研究想法、设计实验、运行分析和撰写手稿。其中一篇论文通过了机器学习研讨会的同行评审。该系统有明显的局限性。但发展趋势是,目前需要多年培训的分析任务,现在只要有一台笔记本电脑和订阅服务,任何人都可以完成。这是第一个地平线。几年内,精通人工智能将成为生态研究的筹码,而不是一项与众不同的技能。随着工具的民主化,计算生态学家的比较优势将趋于平缓。在Tripodi等人(2020)的语言中,进入计算领域所需的知识接近性正在崩溃。曾经保护专家的学习成本正在被工具本身所消除。如果每个人都能做复杂的分析,什么会成为稀缺资源?没有想法。当Sutherland等人(2013)召集388名生态学家,要求他们确定基础研究问题时,他们收到了754份意见书,这些意见书被提炼成100个优先事项,涵盖了每个主要的子领域。Kuebbing等人。 (2018)调查了1179名生态学家,发现了同样的模式:受访者确定了一系列重要问题,但认为短期融资机制和后勤障碍是追求这些问题的主要障碍。生态学的瓶颈从来不缺少值得提出的问题。而是回答这些问题的能力。有些人可能会争辩说,优势将转移到理论家身上,转移到那些产生最原始概念或框架的人身上。但斯特恩(2004)表明,为了在允许他们追求自己的研究议程的环境中工作,科学家们接受了可观的工资惩罚(约25%),而罗奇和索尔曼(2010)发现,博士生基于对独立性、发表和基础研究的异质性偏好,自我选择学术或工业职业。这些结果表明,内在动机和自我选择已经将研究人员推向了创意丰富的环境。制约进步的不是问题的供给,而是追求问题的资源。稀缺资源将是原始数据。要了解原因,请考虑多诺霍(2024)的无摩擦研究交流概念。多诺霍描述了一种计算驱动的研究模式,在这种模式中,代码、数据和方法被无缝共享——一个研究人员以最小的摩擦建立在彼此资源基础上的生态系统。在这样的生态系统中,任何发布的数据集都可以被任何人重新分析、重组和扩展。精心策划的数据集失去了排他性。通过设计,分析管道是可重复的。但不能毫无摩擦地交换的是产生新数据的能力:巴拿马森林地块30年的人口普查,跨越生物多样性梯度的实验池塘网络,进入BSL-4实验室,与允许在其土地上进行实地考察的社区建立长期关系,定制的生物识别监测器等专业设备,环境DNA采样平台或基于无人机的遥感钻机,并不是每个实验室都能负担得起、建造或操作。与聪明的R脚本不同,这些资产是不可复制的。当分析能力丰富且自由共享时,比较优势将转向那些控制数据生产手段的人:实验家、野外生态学家和长期监测项目的研究人员。这是第二个视界。它并不要求人工智能工具失败或停滞。但只要求它们彻底成功,以至于计算不再是一种与众不同的能力。对我来说,这似乎很有可能。这并不意味着量化训练变得不重要。不能批判性地评估人工智能生成的分析的研究人员将处于不利地位,无论他们的数据如何。但各部门、资助机构和个人研究人员的战略考量即将发生变化。Abramo等人(2024)最近询问研究型大学是否专注于他们拥有竞争优势的学科。在63所意大利大学中,只有一所例外,答案是否定的:机构通常不会将资源集中在它们表现最好的领域。同样的问题将很快适用于各个层面。那些在计算机人才招聘上投入巨资的部门可能会发现,这些技能已经商品化了。优先发展分析方法的资助机构可能会重新平衡支持长期数据收集的基础设施。在过去的二十年里,对年轻生态学家的信息一直是一致的:学习编码,学习统计,学习机器学习,学习“建模”(GIS,微分方程,物种分布建模等)。这个信息是正确的,现在仍然是正确的。但它是不完整的。在未来的几十年里,拥有持久的比较优势的研究人员,可能是那些投入了耐心、昂贵、后勤困难的工作,建立实地项目,维护实验基础设施,培养收集其他人无法收集的数据所需的专业知识的人。第一个地平线正在到达。第二个也不甘落后。作者对这篇文章负全部责任。数据共享不适用于本文,因为在当前研究期间没有生成或分析数据集。
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Ecology Letters
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