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Emergence of the reproduction matrix in epidemic forecasting. 流行病预测中繁殖矩阵的出现。
IF 3.7 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-07-01 Epub Date: 2024-07-31 DOI: 10.1098/rsif.2024.0124
Hossein Gorji, Noé Stauffer, Ivan Lunati

During the recent COVID-19 pandemic, the instantaneous reproduction number, R(t), has surged as a widely used measure to target public health interventions aiming at curbing the infection rate. In analogy with the basic reproduction number that arises from the linear stability analysis, R(t) is typically interpreted as a threshold parameter that separates exponential growth (R(t) > 1) from exponential decay (R(t) < 1). In real epidemics, however, the finite number of susceptibles, the stratification of the population (e.g. by age or vaccination state), and heterogeneous mixing lead to more complex epidemic courses. In the context of the multidimensional renewal equation, we generalize the scalar R(t) to a reproduction matrix, [Formula: see text], which details the epidemic state of the stratified population, and offers a concise epidemic forecasting scheme. First, the reproduction matrix is computed from the available incidence data (subject to some a priori assumptions), then it is projected into the future by a transfer functional to predict the epidemic course. We demonstrate that this simple scheme allows realistic and accurate epidemic trajectories both in synthetic test cases and with reported incidence data from the COVID-19 pandemic. Accounting for the full heterogeneity and nonlinearity of the infection process, the reproduction matrix improves the prediction of the infection peak. In contrast, the scalar reproduction number overestimates the possibility of sustaining the initial infection rate and leads to an overshoot in the incidence peak. Besides its simplicity, the devised forecasting scheme offers rich flexibility to be generalized to time-dependent mitigation measures, contact rate, infectivity and vaccine protection.

在最近的 COVID-19 大流行期间,瞬时繁殖数 R(t)作为一种被广泛使用的衡量标准,在遏制感染率的公共卫生干预措施中大放异彩。与线性稳定性分析得出的基本繁殖数类似,R(t) 通常被解释为指数增长(R(t) > 1)与指数衰减(R(t) < 1)之间的阈值参数。然而,在实际流行病中,易感者的有限数量、人群的分层(如按年龄或疫苗接种状态)和异质混合会导致更复杂的流行过程。在多维更新方程的背景下,我们将标量 R(t) 概括为繁殖矩阵[公式:见正文],它详细说明了分层人群的流行状态,并提供了一个简明的流行病预测方案。首先,根据现有的发病率数据计算出繁殖矩阵(取决于一些先验假设),然后通过转移函数将其投射到未来,从而预测流行病的进程。我们在合成测试案例和 COVID-19 大流行的报告发病率数据中都证明了这一简单方案能够预测出真实而准确的流行轨迹。考虑到感染过程的完全异质性和非线性,繁殖矩阵提高了对感染峰值的预测。相比之下,标量繁殖数则高估了维持初始感染率的可能性,并导致发病高峰过冲。除了简单之外,所设计的预测方案还具有丰富的灵活性,可以推广到与时间相关的缓解措施、接触率、传染性和疫苗保护等方面。
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引用次数: 0
Individualized survival predictions using state space model with longitudinal and survival data. 利用纵向和生存数据的状态空间模型进行个性化生存预测。
IF 3.7 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-07-01 Epub Date: 2024-07-31 DOI: 10.1098/rsif.2023.0682
Mark Cauchi, Andrew R Mills, Allan Lawrie, David G Kiely, Visakan Kadirkamanathan

Monitoring disease progression often involves tracking biomarker measurements over time. Joint models (JMs) for longitudinal and survival data provide a framework to explore the relationship between time-varying biomarkers and patients' event outcomes, offering the potential for personalized survival predictions. In this article, we introduce the linear state space dynamic survival model for handling longitudinal and survival data. This model enhances the traditional linear Gaussian state space model by including survival data. It differs from the conventional JMs by offering an alternative interpretation via differential or difference equations, eliminating the need for creating a design matrix. To showcase the model's effectiveness, we conduct a simulation case study, emphasizing its performance under conditions of limited observed measurements. We also apply the proposed model to a dataset of pulmonary arterial hypertension patients, demonstrating its potential for enhanced survival predictions when compared with conventional risk scores.

监测疾病进展通常需要跟踪生物标志物随时间变化的测量结果。纵向数据和生存数据的联合模型(JMs)为探索时变生物标志物与患者事件结果之间的关系提供了一个框架,为个性化生存预测提供了可能性。本文介绍了处理纵向和生存数据的线性状态空间动态生存模型。该模型包含了生存数据,从而增强了传统的线性高斯状态空间模型。它与传统的 JM 不同,通过微分方程或差分方程提供了另一种解释,无需创建设计矩阵。为了展示该模型的有效性,我们进行了一项模拟案例研究,强调其在有限观测测量条件下的性能。我们还将提出的模型应用于肺动脉高压患者的数据集,证明与传统风险评分相比,该模型具有提高生存预测的潜力。
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引用次数: 0
A chemo-mechanical constitutive model for muscle activation in bat wing skins. 蝙蝠翼皮肌肉活化的化学机械构成模型
IF 3.7 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-07-01 Epub Date: 2024-07-10 DOI: 10.1098/rsif.2023.0593
Alyssa Skulborstad, N C Goulbourne

Birds, bats and insects have evolved unique wing structures to achieve a wide range of flight capabilities. Insects have relatively stiff and passive wings, birds have a complex and hierarchical feathered structure and bats have an articulated skeletal system integrated with a highly stretchable skin. The compliant skin of the wing distinguishes bats from all other flying animals and contributes to bats' remarkable, highly manoeuvrable flight performance and high energetic efficiency. The structural and functional complexity of the bat wing skin is one of the least understood although important elements of the bat flight anatomy. The wing skin has two unusual features: a discrete array of very soft elastin fibres and a discrete array of skeletal muscle fibres. The latter is intriguing because skeletal muscle is typically attached to bone, so the arrangement of intramembranous muscle in soft skin raises questions about its role in flight. In this paper, we develop a multi-scale chemo-mechanical constitutive model for bat wing skin. The chemo-mechanical model links cross-bridge cycling to a structure-based continuum model that describes the active viscoelastic behaviour of the soft anisotropic skin tissue. Continuum models at the tissue length-scale are valuable as they are easily implemented in commercial finite element codes to solve problems involving complex geometries, loading and boundary conditions. The constitutive model presented in this paper will be used in detailed finite element simulations to improve our understanding of the mechanics of bat flight in the context of wing kinematics and aerodynamic performance.

鸟类、蝙蝠和昆虫都进化出了独特的翅膀结构,以实现各种飞行能力。昆虫的翅膀相对坚硬且被动,鸟类的羽毛结构复杂且层次分明,而蝙蝠则拥有与高度可伸缩的皮肤融为一体的铰接式骨骼系统。蝙蝠翅膀的顺应性皮肤使蝙蝠有别于所有其他飞行动物,并使蝙蝠具有非凡的高机动性飞行性能和高能量效率。蝙蝠翼皮的结构和功能复杂,是蝙蝠飞行解剖学中最不为人知的重要元素之一。翼皮有两个不同寻常的特征:非常柔软的弹性纤维离散阵列和骨骼肌肉纤维离散阵列。后者令人好奇,因为骨骼肌通常附着在骨骼上,所以软皮肤上的膜内肌排列会引发有关其在飞行中的作用的问题。在本文中,我们为蝙蝠翅膀皮肤建立了一个多尺度化学机械组成模型。化学机械模型将横桥循环与基于结构的连续模型联系起来,后者描述了各向异性软皮肤组织的主动粘弹性行为。组织长度尺度的连续模型非常有价值,因为它们很容易在商用有限元代码中实施,以解决涉及复杂几何形状、载荷和边界条件的问题。本文介绍的构成模型将用于详细的有限元模拟,以提高我们对蝙蝠飞行力学在翅膀运动学和空气动力学性能方面的理解。
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引用次数: 0
Bio-inspired compensatory strategies for damage to flapping robotic propulsors. 针对拍打式机器人推进器损坏的生物启发补偿策略。
IF 3.7 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-07-01 Epub Date: 2024-07-03 DOI: 10.1098/rsif.2024.0141
M L Hooper, I Scherl, M Gharib

Natural swimmers and flyers can fully recover from catastrophic propulsor damage by altering stroke mechanics: some fish can lose even 76% of their propulsive surface without loss of thrust. We consider applying these principles to enable robotic flapping propulsors to autonomously repair functionality. However, direct transference of these alterations from an organism to a robotic flapping propulsor may be suboptimal owing to irrelevant evolutionary pressures. Instead, we use machine learning techniques to compare these alterations with those optimal for a robotic system. We implement an online artificial evolution with hardware-in-the-loop, performing experimental evaluations with a flexible plate. To recoup thrust, the learned strategy increased amplitude, frequency and angle of attack (AOA) amplitude, and phase-shifted AOA by approximately 110°. Only amplitude increase is reported by most fish literature. When recovering side force, we find that force direction is correlated with AOA. No clear amplitude or frequency trend is found, whereas frequency increases in most insect literature. These results suggest that how mechanical flapping propulsors most efficiently adjust to damage may not align with natural swimmers and flyers.

自然界中的游泳者和飞行者可以通过改变划水力学从推进器的灾难性损坏中完全恢复:一些鱼类甚至可以失去 76% 的推进面而不丧失推力。我们考虑应用这些原理,使机器人拍打推进器能够自主修复功能。然而,由于不相关的进化压力,直接将这些改变从生物体转移到机器人拍打推进器可能不是最佳选择。相反,我们利用机器学习技术将这些改变与机器人系统的最佳改变进行比较。我们利用硬件在环实现了在线人工进化,并对柔性板进行了实验评估。为了恢复推力,学习到的策略增加了振幅、频率和攻击角(AOA)振幅,并将 AOA 相移了约 110°。大多数鱼类文献只报道了振幅的增加。在恢复侧向力时,我们发现力的方向与 AOA 相关。没有发现明显的振幅或频率趋势,而大多数昆虫文献中的频率都会增加。这些结果表明,机械拍打推进器如何最有效地适应损害可能与自然游泳者和飞行者不一致。
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引用次数: 0
Wing deformation improves aerodynamic performance of forward flight of bluebottle flies flying in a flight mill. 机翼变形改善了在飞行磨坊中飞行的蓝斑蝇向前飞行的空气动力性能。
IF 3.7 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-07-01 Epub Date: 2024-07-17 DOI: 10.1098/rsif.2024.0076
Shih-Jung Hsu, Hankun Deng, Junshi Wang, Haibo Dong, Bo Cheng

Insect wings are flexible structures that exhibit deformations of complex spatiotemporal patterns. Existing studies on wing deformation underscore the indispensable role of wing deformation in enhancing aerodynamic performance. Here, we investigated forward flight in bluebottle flies, flying semi-freely in a magnetic flight mill; we quantified wing surface deformation using high-speed videography and marker-less surface reconstruction and studied the effects on aerodynamic forces, power and efficiency using computational fluid dynamics. The results showed that flies' wings exhibited substantial camber near the wing root and twisted along the wingspan, as they were coupled effects of deflection primarily about the claval flexion line. Such deflection was more substantial for supination during the upstroke when most thrust was produced. Compared with deformed wings, the undeformed wings generated 59-98% of thrust and 54-87% of thrust efficiency (i.e. ratio of thrust and power). Wing twist moved the aerodynamic centre of pressure proximally and posteriorly, likely improving aerodynamic efficiency.

昆虫的翅膀是一种柔性结构,其变形具有复杂的时空模式。现有的翅膀变形研究强调了翅膀变形在提高空气动力性能方面不可或缺的作用。在这里,我们研究了蓝斑蝇在磁力飞行磨坊中半自由飞行时的前向飞行;我们利用高速摄像和无标记表面重建量化了翅膀表面变形,并利用计算流体动力学研究了其对空气动力、功率和效率的影响。结果表明,苍蝇的翅膀在翼根附近表现出很大的外倾角,并沿着翼展扭曲,因为它们主要是围绕锁骨弯曲线的挠曲耦合效应。在产生最大推力的上冲过程中,这种挠度对上冲的影响更大。与变形翼相比,未变形翼产生了 59-98% 的推力和 54-87% 的推力效率(即推力和功率比)。机翼扭曲使气动压力中心向前后移动,可能提高了气动效率。
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引用次数: 0
Memoryless chemotaxis with discrete cues. 具有离散线索的无记忆趋化。
IF 3.7 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-07-01 Epub Date: 2024-07-31 DOI: 10.1098/rsif.2024.0100
Jacob Knight, Paula García-Galindo, Johannes Pausch, Gunnar Pruessner

Biological systems such as axonal growth cones perform chemotaxis at micrometre-level length scales, where chemotactic molecules are sparse. Such systems lie outside the range of validity of existing models, which assume smoothly varying chemical gradients. We investigate the effect of introducing discrete chemoattractant molecules by constructing a minimal dynamical model consisting of a chemotactic cell without internal memory. Significant differences are found in the behaviour of the cell as the chemical gradient is changed from smoothly varying to discrete, including the emergence of a homing radius beyond which chemotaxis is not reliably performed.

轴突生长锥等生物系统在微米级长度尺度上进行趋化,趋化分子稀少。这类系统超出了现有模型的有效范围,现有模型假定化学梯度平滑变化。我们通过构建一个由无内部记忆的趋化细胞组成的最小动力学模型,研究了引入离散趋化分子的影响。当化学梯度从平滑变化变为离散时,我们发现细胞的行为存在显著差异,包括出现了一个归巢半径,超过该半径就不能可靠地进行趋化。
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引用次数: 0
From fibres to adhesives: evolution of spider capture threads from web anchors by radical changes in silk gland function. 从纤维到粘合剂:通过丝腺功能的剧烈变化,蜘蛛捕获线从网锚进化而来。
IF 3.7 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-07-01 Epub Date: 2024-07-31 DOI: 10.1098/rsif.2024.0123
Jonas O Wolff, Leah J Ashley, Clemens Schmitt, Celine Heu, Denitza Denkova, Maitry Jani, Veronika Řezáčová, Sean J Blamires, Stanislav N Gorb, Jessica Garb, Sara L Goodacre, Milan Řezáč

Spider webs that serve as snares are one of the most fascinating and abundant type of animal architectures. In many cases they include an adhesive coating of silk lines-so-called viscid silk-for prey capture. The evolutionary switch from silk secretions forming solid fibres to soft aqueous adhesives remains an open question in the understanding of spider silk evolution. Here we functionally and chemically characterized the secretions of two types of silk glands and their behavioural use in the cellar spider, Pholcus phalangioides. Both being derived from the same ancestral gland type that produces fibres with a solidifying glue coat, the two types produce respectively a quickly solidifying glue applied in thread anchorages and prey wraps, or a permanently tacky glue deployed in snares. We found that the latter is characterized by a high concentration of organic salts and reduced spidroin content, showing up a possible pathway for the evolution of viscid properties by hygroscopic-salt-mediated hydration of solidifying adhesives. Understanding the underlying molecular basis for such radical switches in material properties not only helps to better understand the evolutionary origins and versatility of ecologically impactful spider web architectures, but also informs the bioengineering of spider silk-based products with tailored properties.

作为陷阱的蜘蛛网是最迷人、最丰富的动物建筑类型之一。在许多情况下,蜘蛛网上都有一层丝线粘附层,即所谓的粘丝,用于捕捉猎物。从形成固体纤维的蚕丝分泌物到柔软的水性粘合剂的进化转换,仍然是了解蜘蛛丝进化的一个未决问题。在这里,我们从功能和化学角度描述了窖蛛 Pholcus phalangioides 两种丝腺的分泌物及其行为用途。这两种类型的蛛丝腺体都来自同一祖先的蛛丝腺体类型,这种类型的蛛丝腺体分泌的纤维具有凝固的胶衣,它们分别分泌一种快速凝固的胶水,用于锚固蛛丝和缠绕猎物,或者分泌一种永久粘性的胶水,用于捕捉猎物。我们发现,后者的特点是有机盐浓度高、螺烷含量低,这为吸湿盐介导的固化粘合剂的粘性演变提供了可能的途径。了解材料特性发生这种根本性转变的分子基础,不仅有助于更好地理解具有生态影响的蜘蛛网结构的进化起源和多功能性,还能为具有定制特性的基于蜘蛛丝的产品的生物工程提供信息。
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引用次数: 0
Physics-informed scaling laws for the performance of pitching foils in schooling configurations. 在校准配置中俯仰箔片性能的物理缩放定律。
IF 3.7 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-07-01 Epub Date: 2024-07-31 DOI: 10.1098/rsif.2024.0157
Ahmet Gungor, Muhammad Saif Ullah Khalid, Arman Hemmati

This study introduces novel physics-based scaling laws to estimate the propulsive performance of synchronously pitching foils in various schooling configurations. These relations are derived from quasi-steady lift-based and added mass forces. Hydrodynamic interactions among the schooling foils are considered through vortex-induced velocities imposed on them, constituting the ground effect. Generalized scaling equations are formulated for cycle-averaged coefficients of thrust and power. These equations encompass both the pure-pitching and induced velocity terms, capturing their combined effects. The equations are compared to computational results obtained from two-foil systems, exhibiting foil arrangements over a wide range of parameter space, including Strouhal number (0.15 ≤ St ≤ 0.4), pitching amplitude ([Formula: see text]) and phase difference ([Formula: see text]) at Re = 1000-10 000. The individual contributions of pure-pitching and induced velocity terms to propulsive performance elucidate that solely relying on the pure-pitching terms leads to inadequate estimation, emphasizing the significance of the induced velocity terms. The validity of the approach is further assessed by testing it with three-foil and five-foil configurations, which displays a collapse of estimated and measured results. This indicates that the scaling laws are applicable to multi-foil arrangements.

本研究介绍了基于物理学的新缩放定律,用于估算同步俯仰箔片在各种学校教育配置下的推进性能。这些关系由准稳定升力和附加质量力推导得出。通过施加在校准箔片上的涡流诱导速度(构成地面效应),考虑了校准箔片之间的流体动力学相互作用。为推力和功率的循环平均系数制定了通用比例方程。这些方程包括纯俯仰和诱导速度项,捕捉了它们的综合效应。这些方程与双箔片系统的计算结果进行了比较,显示了在 Re = 1000-10 000 条件下广泛参数空间内的箔片排列,包括斯特劳哈尔数(0.15 ≤ St ≤ 0.4)、俯仰振幅([计算公式:见正文])和相位差([计算公式:见正文])。纯俯仰项和诱导速度项对推进性能的单独贡献阐明,仅仅依靠纯俯仰项会导致估计不足,从而强调了诱导速度项的重要性。通过对三翼和五翼配置进行测试,进一步评估了该方法的有效性。这表明缩放定律适用于多翼布置。
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引用次数: 0
Wrinkling of fluid deformable surfaces. 流体可变形表面的皱褶。
IF 3.7 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-07-01 Epub Date: 2024-07-31 DOI: 10.1098/rsif.2024.0056
Veit Krause, Axel Voigt

Wrinkling instabilities of thin elastic sheets can be used to generate periodic structures over a wide range of length scales. Viscosity of the thin elastic sheet or its surrounding medium has been shown to be responsible for dynamic processes. We here consider wrinkling of fluid deformable surfaces. In contrast with thin elastic sheets, with in-plane and out-of-plane elasticity, these surfaces are characterized by in-plane viscous flow and out-of-plane elasticity and have been established as model systems for biomembranes and cellular sheets. We use this hydrodynamic theory and numerically explore the formation of wrinkles and their coarsening, either by a continuous reduction of the enclosed volume or by the continuous increase of the surface area. Both lead to almost identical results for wrinkle formation and the coarsening process, for which a scaling law for the wavenumber is obtained for a broad range of surface viscosity and rate of change of volume or area. However, for large Reynolds numbers and small changes in volume or area, wrinkling can be suppressed and surface hydrodynamics allows for global shape changes following the minimal energy configurations of the Helfrich energy for corresponding reduced volumes.

弹性薄片的皱褶不稳定性可用于产生大范围长度尺度的周期性结构。弹性薄片或其周围介质的粘度已被证明是动态过程的原因。我们在此考虑流体可变形表面的起皱问题。与具有面内和面外弹性的弹性薄片不同,这些表面的特点是面内粘性流动和面外弹性,并已被确立为生物膜和细胞薄片的模型系统。我们利用这一流体力学理论,通过数值方法探讨了皱纹的形成及其粗化过程,即通过不断缩小封闭体积或不断增大表面积来实现。这两种方法对皱纹的形成和粗化过程得出了几乎相同的结果,在表面粘度和体积或面积变化率的较大范围内,都能得到波数的缩放规律。然而,对于大雷诺数和体积或面积的微小变化,褶皱可以被抑制,表面流体力学允许按照相应缩小体积的赫尔弗里希能量的最小能量配置进行全局形状变化。
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引用次数: 0
Odour source distance is predictable from a time history of odour statistics for large scale outdoor plumes. 根据大规模室外羽流的气味统计时间历史,可以预测气味源距离。
IF 3.7 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-07-01 Epub Date: 2024-07-31 DOI: 10.1098/rsif.2024.0169
Arunava Nag, Floris van Breugel

Odour plumes in turbulent environments are intermittent and sparse. Laboratory-scaled experiments suggest that information about the source distance may be encoded in odour signal statistics, yet it is unclear whether useful and continuous distance estimates can be made under real-world flow conditions. Here, we analyse odour signals from outdoor experiments with a sensor moving across large spatial scales in desert and forest environments to show that odour signal statistics can yield useful estimates of distance. We show that achieving accurate estimates of distance requires integrating statistics from 5 to 10 s, with a high temporal encoding of the olfactory signal of at least 20 Hz. By combining distance estimates from a linear model with wind-relative motion dynamics, we achieved source distance estimates in a 60 × 60 m2 search area with median errors of 3-8 m, a distance at which point odour sources are often within visual range for animals such as mosquitoes.

湍流环境中的气味羽流具有间歇性和稀疏性。实验室规模的实验表明,气味信号统计信息中可能编码了气味源距离的信息,但在真实世界的流动条件下能否做出有用且连续的距离估计尚不清楚。在这里,我们分析了在沙漠和森林环境中使用大空间尺度移动传感器进行的户外实验中的气味信号,结果表明气味信号统计可以得出有用的距离估计值。我们的研究表明,要准确估计距离,需要整合 5 到 10 秒的统计数据,并对嗅觉信号进行至少 20 Hz 的高时间编码。通过将线性模型得出的距离估计值与风的相对运动动力学相结合,我们在 60 × 60 平方米的搜索区域内获得了气味源距离估计值,中位误差为 3-8 米,这个距离上的气味源通常在蚊子等动物的可视范围内。
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引用次数: 0
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Journal of The Royal Society Interface
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