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An empirically-parameterized spatio-temporal extended-SIR model for combined dilution and vaccination mitigation for rabies outbreaks in wild jackals 一个经验参数化的时空扩展sir模型,用于联合稀释和疫苗接种缓解野生豺狂犬病爆发
IF 3.2 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2026-01-17 DOI: 10.1016/j.ecolmodel.2026.111487
Teddy Lazebnik , Yehuda Samuel , Jonathan Tichon , Roi Lapid , Roni King , Tomer Nissimyan , Orr Spiegel
The transmission of zoonotic diseases between animals and humans poses an increasing threat. Rabies is a prominent example with various instances globally. The abundance of anthropogenic resources leads to dense populations meso-predators close to human establishments. These facultative synanthropic species such as golden jackals (Canis aureus, hereafter jackals) facilitate the spread of rabies. To mitigate rabies outbreaks and prevent human infections, the Israeli authorities target the jackal, which is the main rabies vector in many regions, through a wide spread dissemination of oral vaccines, as well as opportunistic dilution to reduce population density in known jackals’ activity centers. Because dilution is not selective towards sick or un-vaccinated individuals, these two complementary epizootic intervention policies (EIPs, vaccination and dilution) can interfere with each other but their interactive effectiveness remains understudied, limiting their simultaneous application. In this study, we aim to address this knowledge gap by modeling the combined effect of these EIPs on rabies epizootic spread dynamics. Towards this end, we introduce a novel spatio-temporal extended-SIR (susceptible–infected–recovered) model with a graph-based spatial framework. After formulating the model, we implement it in the case study of the jackal population in northern Israel, by using spatial and movement tracking data (bio-telemetry). Realizing the model as an agent-based simulation approach allows us to explore various biologically-realistic scenarios, and assess the impact of different EIPs configurations. Our model suggests that under biologically-realistic underlying assumptions and scenarios, the effectiveness of both EIPs is not influenced much by the jackal population size but is sensitive to their dispersal between adjacent activity centers. Furthermore, we show both theoretically and empirically, that interference between the two EIPs can lead to mal-practice. Counter intuitively, there are cases in which the practice of both EIPs together actually leads to an increas in the spread of the epizootic (or endemic), due to elevated vector movement and removal of vaccinated individuals. Our findings emphasize the importance of accurately capturing the local jackal movement dynamics to obtain and predict the desired outcome from an applied EIP configuration, and the value of extended-SIR models in predicting the efficiency of realistic EIP scenarios
人畜共患疾病在动物和人类之间的传播构成越来越大的威胁。狂犬病是一个突出的例子,在全球有各种实例。丰富的人为资源导致靠近人类场所的中掠食性动物种群密集。这些兼性共生的物种,如金豺(Canis aureus,以下简称豺),促进了狂犬病的传播。为了减轻狂犬病的爆发和预防人类感染,以色列当局以许多地区的主要狂犬病媒介——胡狼为目标,广泛传播口服疫苗,并在已知的胡狼活动中心进行机会性稀释,以降低人口密度。由于稀释对患病或未接种疫苗的个体没有选择性,这两种互补的动物流行病干预政策(eip、疫苗接种和稀释)可能相互干扰,但其相互作用的有效性仍未得到充分研究,限制了它们的同时应用。在本研究中,我们的目标是通过模拟这些eip对狂犬病动物传播动态的综合影响来解决这一知识差距。为此,我们引入了一种基于图的空间框架的新型时空扩展sir(易感-感染-恢复)模型。在建立模型后,我们通过使用空间和运动跟踪数据(生物遥测)在以色列北部的豺狼种群的案例研究中实施了它。将该模型实现为基于智能体的仿真方法,使我们能够探索各种生物现实场景,并评估不同eip配置的影响。我们的模型表明,在生物学现实的基本假设和情景下,两种生态保护措施的有效性不受豺狼种群规模的影响,但对它们在相邻活动中心之间的分散很敏感。此外,我们在理论上和经验上都表明,两个eip之间的干扰可能导致不当行为。与直觉相反的是,在某些情况下,由于病媒移动加剧和接种疫苗的个体被清除,这两种eip的做法实际上导致了动物流行病(或地方病)传播的增加。我们的研究结果强调了准确捕获局部豺狼运动动态以获得和预测应用EIP配置的预期结果的重要性,以及扩展sir模型在预测现实EIP场景效率方面的价值
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引用次数: 0
Forest wildfire emissions using the Canadian Fire Effects Model within the Generic Carbon Budget Model 在通用碳预算模型中使用加拿大火灾效应模型的森林野火排放
IF 3.2 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2026-01-16 DOI: 10.1016/j.ecolmodel.2026.111490
C. Smyth , M. Fellows , A. Cantin
This study integrated the Canadian Fire Effects Model (CanFIRE) within the Generic Carbon Budget Model (GCBM) to improve greenhouse gas (GHG) emissions from future wildfires. The new framework estimates wildland fire combustion emissions and mortality using species-specific algorithms for 11 tree species. We tested this framework on a national forest carbon simulation and compared the results to a previous study that used general combustion and mortality impacts for different regions. Our findings indicate that the new framework results in higher emissions estimates, mainly from the soil organic horizon. This framework is available as a GCBM module, offering a tool for wildfire and carbon studies in dynamic landscapes and analyzing wildfire management strategies and their potential to reduce GHG emissions
本研究将加拿大火灾效应模型(CanFIRE)整合到通用碳预算模型(GCBM)中,以改善未来野火的温室气体(GHG)排放。新的框架使用特定物种算法估算了11种树种的野火燃烧排放量和死亡率。我们在一个国家森林碳模拟中测试了这个框架,并将结果与之前的一项研究进行了比较,该研究使用了不同地区的一般燃烧和死亡率影响。我们的研究结果表明,新的框架导致更高的排放估计值,主要来自土壤有机水平。该框架作为GCBM模块提供,为动态景观中的野火和碳研究提供工具,并分析野火管理战略及其减少温室气体排放的潜力
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引用次数: 0
A semi-automated sensitivity-based approach for simplifying marine biogeochemical models for targeted applications: A case study with the Eco3M-MED model 一种基于灵敏度的半自动方法,用于简化目标应用的海洋生物地球化学模型:以Eco3M-MED模型为例研究
IF 3.2 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2026-01-15 DOI: 10.1016/j.ecolmodel.2026.111491
Yutong Zhang , Melika Baklouti , Pierre Brasseur , Laurent Debreu
Marine biogeochemical models are being increasingly used to support scenario-based analyses of climate change and ecosystem dynamics. However, their high structural complexity and large parameter space often limit computational efficiency, interpretability, and adaptability in applications requiring the exploration of many scenarios. To address these issues, we propose a Semi-Automated Iterative Simplification (SAIS) approach that integrates local sensitivity analysis with model mechanistic guidance and Kling–Gupta Efficiency (KGE) metrics to evaluate each simplification step. Using the marine biogeochemical model Eco3M-MED as an example, we specified three objectives for model simplification: (1) fidelity of state variables, (2) fidelity of marine ecosystem indicators, and (3) applicability for coupling with higher trophic level models. For each objective, we assessed model sensitivity to parameters and applied the SAIS approach to simplify the model, and obtained three simplified models. KGE-based fidelity evaluations are used to validate each final simplified model against the reference model. The results show that computational time can be reduced by up to approximately 30% without compromising the model’s mechanistic foundation. Overall, this method offers a flexible and scalable approach for generating simplified versions of complex biogeochemical models, suitable for applications in regional marine ecosystem assessments, climate scenario explorations, and model coupling frameworks.
海洋生物地球化学模型正越来越多地用于支持基于情景的气候变化和生态系统动力学分析。然而,在需要探索多种场景的应用中,它们的高结构复杂性和大参数空间往往限制了计算效率、可解释性和适应性。为了解决这些问题,我们提出了一种半自动迭代简化(SAIS)方法,该方法将局部敏感性分析与模型机制指导和克林-古普塔效率(KGE)指标相结合,以评估每个简化步骤。以海洋生物地球化学模型Eco3M-MED为例,我们提出了模型简化的三个目标:(1)状态变量的保真度;(2)海洋生态系统指标的保真度;(3)与高营养级模型耦合的适用性。对于每个目标,我们评估了模型对参数的敏感性,并应用SAIS方法对模型进行了简化,得到了三个简化模型。基于kge的保真度评估用于根据参考模型验证每个最终简化模型。结果表明,在不影响模型的力学基础的情况下,计算时间可减少约30%。总体而言,该方法为生成复杂生物地球化学模型的简化版本提供了一种灵活且可扩展的方法,适用于区域海洋生态系统评估、气候情景探索和模型耦合框架。
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引用次数: 0
Integrated emergy and exergy research through co-citation analysis: Knowledge bases, evolutionary trajectories and frontier frameworks 基于共引分析的综合能源与用能研究:知识库、演化轨迹和前沿框架
IF 3.2 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2026-01-15 DOI: 10.1016/j.ecolmodel.2026.111475
Xiumei Xu , Jun Lyu , Bowen Zhan
The integrated research of emergy and exergy has promoted the innovation and development of eco-thermodynamics and eco-economics. The aim of this study is to investigate the research hotspots, frontiers, evolution paths, and inflection points of the integrated studies on emergy and exergy, by using a bibliometric approach and the database of Web of Science (WoS) (1995–2025). The results reveal the following: (1) six interlinked knowledge bases, i.e., ecological thermodynamic accounting, advanced energy systems, hybrid LCA–emergy frameworks, wetland eco-engineering, industrial metabolism, and marine natural capital assessment constitute the theoretical pillars of the field; (2) research content evolves along four nested application layers (process, system, regional, global) and has matured through three stages: theoretical foundation (pre-2005), methodological diffusion (2006–2015), and integrative deepening (2016–2025); and (3) current frontiers concentrate on standardizing global emergy baselines, coupling cosmic-exergy-based ecological footprint models, and translating emergy/exergy ratios into actionable metrics for carbon neutrality and circular-economy policies. A framework is constructed to describe the system of current related research to provide a reference for scholars to carry out targeted research.
能与用能的综合研究促进了生态热力学和生态经济学的创新与发展。本研究利用文献计量学方法和Web of Science (WoS)数据库(1995-2025),探讨了能与用能综合研究的研究热点、前沿、演变路径和拐点。结果表明:(1)生态热力学核算、先进能量系统、混合lca -能量框架、湿地生态工程、工业代谢和海洋自然资本评价6个相互关联的知识基础构成了该领域的理论支柱;(2)研究内容沿过程、系统、区域、全球四个嵌套应用层演进,经历理论基础阶段(2005年以前)、方法扩散阶段(2006-2015年)和整合深化阶段(2016-2025年)三个阶段趋于成熟;(3)目前的前沿研究集中在标准化全球能源基线,耦合基于宇宙能源的生态足迹模型,以及将能源/能源比转化为碳中和和循环经济政策的可操作指标。构建一个描述当前相关研究体系的框架,为学者开展有针对性的研究提供参考。
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引用次数: 0
Stochastic quasi-cycles as a simple explanation for the time evolution of the Cape Rodney-Okakari Point Marine ecological reserve 随机准周期对罗德尼角-奥卡里角海洋生态保护区时间演变的简单解释
IF 3.2 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2026-01-15 DOI: 10.1016/j.ecolmodel.2026.111477
César Parra-Rojas , Duccio Fanelli , Alan J. McKane
The dataset collected at the Cape Rodney-Okakari Point Marine (CR-OPM) reserve on the North Island of New Zealand is rather unique. It describes the cyclic time evolution of a rocky intertidal community, with the relative abundances of the various coastal species that have been meticulously monitored for more than 20 years. Past theoretical studies, anchored on a deterministic description, invoked external forcing to reproduce the observed dynamical paths. Following a maximum likelihood approach to interpolate individual stochastic trajectories, we here propose quasi-cycles as an alternative, and an in our view a simpler, mechanism to explain the oscillations observed in the population numbers of the ecosystem. From a general standpoint, we also show that it is possible to return conclusive evidence on the existence of stochastic quasi-cycles, without resorting to global fitting strategies which necessitate handling a large collection of independent replicas of the dynamics, a possibility that is often precluded in real life applications.
在新西兰北岛罗德尼角-奥卡里角海洋保护区(CR-OPM)收集的数据集相当独特。它描述了一个岩石潮间带群落的循环时间演变,并对各种沿海物种的相对丰度进行了20多年的精心监测。过去的理论研究,锚定在一个确定性的描述,调用外部强迫再现观察到的动态路径。根据最大似然方法来插值单个随机轨迹,我们在这里提出了准周期作为一种替代方法,在我们看来,这是一种更简单的机制来解释在生态系统种群数量中观察到的振荡。从一般的角度来看,我们还表明,有可能返回关于随机准周期存在的结论性证据,而无需诉诸全局拟合策略,这需要处理大量独立的动力学副本,这种可能性在现实生活应用中经常被排除。
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引用次数: 0
Theoretical insights from functional-response modeling of green sea turtle aggregation on seagrass 绿海龟在海草上聚集的功能反应模型的理论见解
IF 3.2 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2026-01-13 DOI: 10.1016/j.ecolmodel.2026.111493
Naoto K. Inoue
Long-term conservation efforts have contributed to the recovery of green sea turtle (Chelonia mydas) populations in many regions, highlighting the need to reassess conservation plans within a broader ecosystem context. In some areas, localized high turtle densities can impose strong grazing pressure on seagrass meadows. Two measures have been suggested to mitigate such impacts: (i) enhancing seagrass growth through nutrient or symbiotic algae supplementation, and (ii) managing turtle populations by predator protection or localized commercial use. However, model-based studies focusing on seagrass-turtle interactions remain limited, and the resulting effects of the measures on system dynamics are not well understood. To address the gap, the author developed a simple seagrass-turtle model that incorporates turtle aggregation in seagrass patches. By assuming that turtles move to the most seagrass-rich patch and applying simple distributions for seagrass shoot numbers per patch and the number of accessible patches, turtle aggregation was modeled as a simple functional response. The constructed model revealed that turtle aggregation causes positive density dependence in seagrass and negative density dependence in turtles, leading to destabilization through increased seagrass growth and stabilization through turtle population management. Extending the model to incorporate additional ecological factors, such as alternative turtle food resources or spatially heterogeneous environments, alongside empirical assessments of turtle mortality and its causes, could inform future management strategies.
在许多地区,长期的保护工作促进了绿海龟(Chelonia mydas)种群的恢复,这凸显了在更广泛的生态系统背景下重新评估保护计划的必要性。在一些地区,局部的高海龟密度会给海草草甸带来强大的放牧压力。建议采取两项措施来减轻这种影响:(i)通过补充营养物或共生藻类来促进海草的生长;(ii)通过捕食者保护或局部商业利用来管理海龟种群。然而,针对海草-海龟相互作用的基于模型的研究仍然有限,并且这些措施对系统动力学的最终影响尚未得到很好的理解。为了解决这一差距,作者开发了一个简单的海草-海龟模型,该模型将海龟聚集在海草斑块中。假设海龟迁移到海草最丰富的斑块,并应用每个斑块的海草芽数和可达斑块的数量的简单分布,将海龟聚集建模为简单的功能响应。建立的模型表明,海龟聚集导致海草的正密度依赖和海龟的负密度依赖,通过增加海草生长导致不稳定,通过海龟种群管理导致稳定。扩展该模型以纳入其他生态因素,如替代性海龟食物资源或空间异质性环境,以及对海龟死亡率及其原因的经验评估,可以为未来的管理策略提供信息。
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引用次数: 0
Functional differences between aquatic herbivores emerge from bioenergetic processes 水生食草动物之间的功能差异源于生物能量过程
IF 3.2 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2026-01-13 DOI: 10.1016/j.ecolmodel.2025.111465
Tjui Yeuw Tan , Andrew G. Hirst , Joop W.P. Coolen , Jan Jaap Poos , Jaap van der Meer
Primary consumers, also known as grazers, transfer energy fixated by primary production to higher trophic levels. In aquatic environments, two grazer groups are dominant — those living in the open water (pelagic) and those living associated to a surface (benthic). When traits are used to compare both groups, selecting the appropriate traits to compare is a crucial step. Bioenergetic approaches can help standardize trait selection and identify which are most relevant. We showed the bioenergetic traits that differentiate these grazer groups using Dynamic Energy Budget theory. We also explored the life-history implications of expressing such traits. Pelagic grazers reach sexual maturity faster and use more energy for somatic maintenance per unit of structural volume. The energy used in somatic maintenance is also associated to nitrogen excretion, which helps cycle nutrients in the water column. In contrast, benthic grazers generally consume less oxygen per unit of dry weight and are more efficient in producing biomass from assimilated energy. The bioenergetic traits driving differences between grazer groups uncover the emergence of contrasting body sizes, development rates, and life-span. Predictions based on these traits also reveal different ecosystem roles in terms of nutrient cycling and biomass fixation. This bioenergetic approach clarifies how different traits contribute to the relative roles of organisms in an ecosystem.
初级消费者,也被称为食草动物,将初级生产所固定的能量转移到更高的营养水平。在水生环境中,两类食草动物占主导地位——生活在开阔水域(远洋)的食草动物和生活在水面(底栖)的食草动物。当性状被用来比较两组时,选择合适的性状进行比较是至关重要的一步。生物能量方法可以帮助标准化性状选择,并确定哪些是最相关的。利用动态能量收支理论分析了不同食草动物群体的生物能量特征。我们还探讨了表达这些特征的生活史含义。远洋食草动物性成熟速度更快,单位结构体积消耗更多能量用于体细胞维持。体细胞维持所使用的能量也与氮排泄有关,氮排泄有助于水柱中营养物质的循环。相比之下,底栖食草动物通常每单位干重消耗较少的氧气,并且更有效地从同化的能量中产生生物量。驱动食草动物群体之间差异的生物能量特征揭示了不同体型、发育速度和寿命的出现。基于这些特征的预测也揭示了不同生态系统在养分循环和生物量固定方面的作用。这种生物能量的方法阐明了不同的特征如何有助于生物在生态系统中的相对角色。
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引用次数: 0
Impact of herd shape and delay in a two strain prey–predator model 两种食饵-捕食模型中兽群形状和延迟的影响
IF 3.2 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2026-01-13 DOI: 10.1016/j.ecolmodel.2025.111463
Sanskriti Jain , Balram Dubey , Qianqian Zheng , Pankaj Mathur , Vikas Pandey
In the present study, a novel two-strain eco-epidemiological SIS-type model with mass-action incidence rates is developed. In this model, we assumed that only healthy prey form herds, which not only limits predator access but may also injure or kill predators. Basic reproduction numbers for both strains derived, demonstrate that, despite differing values, the system permits coexistence of both infection strains. The numerical simulation demonstrates that certain herd formation and predator mortality thresholds eliminate one strain while the other strain persists, implying they have an inhibitory effect on strain persistence. In some cases, one strain may dominate over the other, similar to observations in avian influenza virus dynamics. The dynamics are investigated both with and without delay. Bifurcation analysis of the model without delay reveals critical thresholds for herd shape and predator mortality, leading to stable limit cycles, collapse, or extinction. Generalized Hopf (GH) bifurcations are observed in the (ke1) parameter space, along with associated limit points of cycles (LPC), revealing complex dynamics and bistability under two-strain infection. Introducing delay induces further instability through new Hopf bifurcations, highlighting the role of time lags in population stability. These results underscore the interplay of herd effects with two-strain infection, demonstrating coexistence and the destabilizing influence of delays.
本文建立了一种具有质量作用发生率的新型双菌株sis型生态流行病学模型。在这个模型中,我们假设只有健康的猎物形成兽群,这不仅限制了捕食者的进入,而且可能伤害或杀死捕食者。这两种菌株的基本繁殖数表明,尽管数值不同,但该系统允许两种感染菌株共存。数值模拟表明,一定的种群形成和捕食者死亡率阈值消除了一个菌株,而另一个菌株继续存在,这表明它们对菌株的持久性有抑制作用。在某些情况下,一种毒株可能优于另一种毒株,类似于禽流感病毒动力学中的观察结果。研究了有延迟和无延迟的动力学。对模型进行无延迟分岔分析,揭示了种群形状和捕食者死亡率的临界阈值,从而导致稳定的极限环、崩溃或灭绝。在(k−e1)参数空间中观察到广义Hopf (GH)分岔,以及相关的环极限点(LPC),揭示了两株感染下的复杂动力学和双稳定性。引入延迟通过新的Hopf分岔引起进一步的不稳定性,突出了时间滞后在种群稳定性中的作用。这些结果强调了群体效应与两株感染的相互作用,证明了共存和延迟的不稳定影响。
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引用次数: 0
Interpretability of graph neural networks to assess effects of global change drivers on ecological networks 图神经网络在评估全球变化驱动因素对生态网络影响中的可解释性
IF 3.2 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2026-01-12 DOI: 10.1016/j.ecolmodel.2025.111472
Emre Anakok , Pierre Barbillon , Colin Fontaine , Elisa Thebault
Pollinators play a crucial role for plant reproduction, either in natural ecosystem or in human-modified landscape. Global change drivers, including climate change or land use modifications, can alter the plant–pollinator interactions. To assess the potential influence of global change drivers on pollination, large-scale interactions, climate and land use data are required. While recent machine learning methods, such as graph neural networks (GNNs), allow the analysis of such datasets, interpreting their results can be challenging. We explore existing methods for interpreting GNNs in order to highlight the effects of various environmental covariates on pollination network connectivity. An extensive simulation study is performed to confirm whether these methods can detect the interactive effect between a covariate and a genus of plant on connectivity, and whether the application of debiasing techniques influences the estimation of these effects. An application on the Spipoll dataset, with and without accounting for sampling effects, highlights the potential impact of land use on network connectivity and shows that accounting for sampling effects partially alters the estimation of these effects.
无论是在自然生态系统中还是在人为改造的景观中,传粉媒介对植物的繁殖都起着至关重要的作用。全球变化驱动因素,包括气候变化或土地利用改变,可以改变植物与传粉者的相互作用。为了评估全球变化驱动因素对授粉的潜在影响,需要大规模相互作用、气候和土地利用数据。虽然最近的机器学习方法,如图神经网络(gnn),允许对这些数据集进行分析,但解释其结果可能具有挑战性。我们探索了现有的解释gnn的方法,以突出各种环境协变量对授粉网络连通性的影响。进行了广泛的模拟研究,以确认这些方法是否可以检测协变量和植物属之间对连通性的相互作用效应,以及去除偏倚技术的应用是否会影响这些效应的估计。在Spipoll数据集上的一个应用程序,无论是否考虑采样效应,都突出了土地利用对网络连通性的潜在影响,并表明考虑采样效应部分地改变了这些影响的估计。
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引用次数: 0
Non-detection by citizen scientists modeled as a function of visit characteristics 公民科学家的非检测建模为访问特征的函数
IF 3.2 3区 环境科学与生态学 Q2 ECOLOGY Pub Date : 2026-01-10 DOI: 10.1016/j.ecolmodel.2026.111474
Gert W. Jacobusse , Eelke Jongejans
Citizen science is an increasingly valuable source of information about biodiversity. It is challenging to use this information for analysis of distribution and trends. The lack of a protocol leads to observation bias due to unequal detection and reporting probabilities, caused by different preferences and habits of citizen scientists. With an immediate focus on occupancy, it is hard to extract value from citizen science data because of such observation bias. We propose to incorporate multiple characteristics of excursions in analyses of data collected by citizen scientists to improve estimates of the probability that a species is not detected and reported, even though it does occur. By limiting these models to areas that are known to be occupied, detection can be modeled separately without considering variation in occupancy. We apply this idea to 150 common species in the Southwest Delta of The Netherlands, and illustrate the data selection, modeling process and results using four species. The strongest features to predict detection are the number of species reported during a visit (list length), earlier observations of the target species by the same observer, and the day of year. We compare three approaches to predict the probability that a species is not detected during any of the visits to an area. Predictions based on only the number of visits were outperformed by predictions that also take the list length into account. Predictions based on all features combined consistently beat both other approaches, across all 10 species groups that were compared. We thus show that explicitly modelling the characteristics of all visits to an occupied area results in estimation of non-detection probabilities, while providing insight into the causes of detection and reporting bias. Like in occupancy models, predictions of our model can be combined per area to update occupancy estimates and thereby correct bias in citizen science data when aiming to map a species’ distribution.
公民科学是关于生物多样性的一个越来越有价值的信息来源。使用这些信息来分析分布和趋势是具有挑战性的。由于公民科学家的不同偏好和习惯,由于不平等的检测和报告概率,导致缺乏协议导致观察偏差。由于直接关注入住率,由于这种观察偏差,很难从公民科学数据中提取价值。我们建议在对公民科学家收集的数据进行分析时纳入远足的多种特征,以提高对物种未被发现和报告的概率的估计,即使它确实发生了。通过将这些模型限制在已知被占用的区域,检测可以单独建模,而不考虑占用的变化。我们将这一想法应用于荷兰西南三角洲150个常见物种,并以4个物种为例说明了数据的选择、建模过程和结果。预测检测的最强特征是在访问期间报告的物种数量(列表长度),同一观测者对目标物种的早期观察以及一年中的哪一天。我们比较了三种方法来预测在任何访问一个地区期间未检测到物种的概率。仅基于访问量的预测结果优于同时考虑列表长度的预测结果。在比较的所有10个物种组中,基于所有特征组合的预测始终优于其他两种方法。因此,我们表明,明确建模所有访问被占领地区的特征导致估计未检测概率,同时提供洞察检测和报告偏差的原因。就像在占用模型中一样,我们的模型的预测可以结合每个区域来更新占用估计,从而在绘制物种分布图时纠正公民科学数据中的偏见。
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引用次数: 0
期刊
Ecological Modelling
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