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Finding the Pareto front for high-entropy-alloy catalysts 寻找高熵合金催化剂的帕累托前沿
IF 8.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-09 DOI: 10.1039/d5sc06100h
Donald G. Truhlar, Chengyi Zhang, Ruihu Lu, Qi Sun, Yu Mao, Tilo Söhnel, Yan Zhao, Ziyun Wang
Finding catalysts that have both high activity and high stability presents a long-standing challenge. Since optimizing activity and stability are conflicting objectives, the best one can do is find the Pareto front that yields optimal tradeoffs between these features. On the Pareto front, there is a trade-off where a portion of catalytic activity must be sacrificed to gain further stability and vice versa. Here, we provide a method to optimize the front by designing a multi-objective genetic algorithm that combines machine learning, graph neural network calculations, and density functional calculations. The application considered is the oxygen evolution reaction catalyzed by high-entropy alloys. We find that the Pareto front generally contains alloys with diverse elements, but that enhancing stability inevitably inflicts a toll on activity. We compare the general conclusions of our work to a survey of 545 experiments.
寻找既具有高活性又具有高稳定性的催化剂是一个长期存在的挑战。由于优化活动和稳定性是相互冲突的目标,最好的办法就是找到在这些特征之间产生最佳折衷的帕累托前沿。在帕累托前沿,必须牺牲一部分催化活性以获得进一步的稳定性,反之亦然。本文通过设计一种结合机器学习、图神经网络计算和密度泛函计算的多目标遗传算法,提供了一种优化前端的方法。考虑的应用是由高熵合金催化的析氧反应。我们发现,帕累托锋面通常含有多种元素的合金,但增强稳定性不可避免地会对活动造成损害。我们将我们工作的一般结论与对545个实验的调查进行了比较。
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引用次数: 0
Converting natural biopolymers to sustainable bioplastics via structure engineering 通过结构工程将天然生物聚合物转化为可持续的生物塑料
IF 8.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-09 DOI: 10.1039/d5sc07592k
Xinlei Ji, Keyi Zhou, My Ha Tran, Xi Chen, Ning Yan
Sustainable bioplastics have attracted considerable attention as alternatives to conventional petroleum-based plastics in response to growing concerns about resource depletion and environmental pollution. Natural biopolymers, such as starch, cellulose, and chitin/chitosan, are emerging as promising candidates for bioplastic production due to their widespread availability and biodegradability. This review conducts a comprehensive examination of recent advances in polymer-level structural engineering of natural biopolymers into bioplastics, with a focus on strategies that introduce intermolecular interactions, including permanent covalent bonds, dynamic covalent linkages, and noncovalent interactions, to reconstruct intrinsic hydrogen-bonded networks. This reconstruction provides the basis for converting natural biopolymers into bioplastics with permanent covalent, dynamic covalent, and physically crosslinked architectures, and the ways in which these architectures affect material properties, processability, and overall performance are systematically assessed. Additionally, the review discusses the direct utilization of raw lignocellulosic biomass as a potential approach to enhance the cost-effectiveness and scalability of bioplastic production. Finally, the challenges in developing high-performance bioplastics are examined, along with future perspectives for advancing bioplastics in alignment with circular economy principles and carbon neutrality objectives.
随着人们对资源枯竭和环境污染的日益关注,可持续生物塑料作为传统石油基塑料的替代品引起了人们的广泛关注。天然生物聚合物,如淀粉、纤维素和几丁质/壳聚糖,由于其广泛的可用性和生物降解性,正在成为生物塑料生产的有希望的候选者。本文综述了天然生物聚合物转化为生物塑料的聚合物级结构工程的最新进展,重点介绍了引入分子间相互作用的策略,包括永久共价键、动态共价键和非共价相互作用,以重建内在的氢键网络。这种重建为将天然生物聚合物转化为具有永久共价、动态共价和物理交联结构的生物塑料提供了基础,并且系统地评估了这些结构影响材料性能、可加工性和整体性能的方式。此外,本文还讨论了直接利用原始木质纤维素生物质作为提高生物塑料生产成本效益和可扩展性的潜在方法。最后,研究了开发高性能生物塑料的挑战,以及根据循环经济原则和碳中和目标推进生物塑料的未来前景。
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引用次数: 0
A general aqueous synthetic strategy towards 1-benzylTHIQs enabled by umpolung hydrazone 一种由非极性腙实现的1-苄基thiq的一般水相合成策略
IF 8.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-09 DOI: 10.1039/d5sc08310a
Manpreet Kaur, Evan F Chen, Jan Michael Salgado, Ruofei Cheng, Chao-Jun Li
Primarily found in the plants, 1-benzyltetrahydroisoquinoline (1-benzylTHIQ) alkaloids are a diverse class of N-heterocyclic natural products with biological activity against various infectious diseases and neurodegenerative pathologies. Traditionally, 1-benzylTHIQs are synthesized using commercially inaccessible pre-functionalized materials or hazardous organometallic reagents, making their synthesis challenging. Herein, we developed an environmentally benign synthetic strategy to synthesize 1-benzylTHIQs, which aligns with green chemistry principles. This method utilizes abundant, renewable aldehydes as sustainable alkyl carbanion equivalents, thereby eliminating the use of highly reactive or hazardous organometallic reagents. This reaction is catalyzed by ruthenium, using water as a greener solvent, eliminating the need for organic solvents, thereby reducing its environmental impact. Moreover, only N2 and H2O are produced as by-products, which minimizes waste generation. A diverse array of substituted 1-benzylTHIQs was synthesized, showing good functional group tolerance (without the need to protect the functional groups) and resulting in moderate to excellent yields. The sustainability of our method was further demonstrated through the synthesis of natural 1-benzylTHIQ-based alkaloids and late-stage functionalization of pharmacologically relevant molecules.
1-苄基四氢异喹啉(1-benzylTHIQ)生物碱主要存在于植物中,是一类具有抗多种传染病和神经退行性疾病生物活性的n -杂环天然产物。传统上,1-苄基thiq是使用商业上难以获得的预功能化材料或危险的有机金属试剂合成的,这使得它们的合成具有挑战性。在此,我们开发了一种环境友好的合成策略来合成1-苄基thiq,这符合绿色化学原则。该方法利用丰富的可再生醛作为可持续的烷基碳离子等价物,从而消除了高活性或有害的有机金属试剂的使用。该反应由钌催化,使用水作为更环保的溶剂,消除了对有机溶剂的需求,从而减少了对环境的影响。此外,只产生N2和H2O作为副产物,最大限度地减少了废物的产生。合成了多种取代1-苄基thiq,具有良好的官能团耐受性(无需保护官能团),产率中等至优异。通过合成天然1-苄基thiq生物碱和药理相关分子的后期功能化,进一步证明了我们方法的可持续性。
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引用次数: 0
Coupling abundant active sites and Ultra-short ion diffusion path: R-VO 2 /carbon nanotubes composite microspheres boosted high performance aqueous ammonium-ion batteries 耦合丰富的活性位点和超短离子扩散路径:R-VO 2 /碳纳米管复合微球促进高性能水铵离子电池
IF 8.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-09 DOI: 10.1039/d5sc08747c
Lin-bo Tang, Xian-Kai Fan, Kaixiong Xiang, Wei Zhou, Weina Deng, Hai Zhu, Liang Chen, Junchao Zheng, Han Chen
Ammonium (NH4+) ions as charge carriers have exposed tremendous potentials in aqueous batteries because of the rich resources, ultrafast reaction kinetics, and negligible dendrite risks. However, the choices for cathode materials have encountered relatively low capacities in aqueous ammonium ions batteries (AAIBs). Herein, the double tunnel NH4+ ions insertion behaviors with hydrogen bond building-breaking in rutile-phase VO2 (R-VO2) microspheres were revealed for the first time and the capacity contribution forms were confirmed to be dominated by surface-control according to kinetic analysis and density functional theory (DFT) calculations. Those commensal composite microspheres with R-VO2 and carbon nanotubes (R-VO2/CNTs) were acquired to comprehensively promote the capacity, rate performance, and cycling stability for R-VO2 microspheres. In addition, R-VO2/CNTs composite microspheres exhibited the distinguished capacity (950 mAh g-1) within -1.3-0.8 V under 0.05 A g-1, which was maintained at 170 mAh g-1 under 5 A g-1, and achieved an eminent capacity retention of 113% at 5000th cycle and 0-0.4 V. To explore the practical application, a full cell was constructed by coupling R-VO2/CNTs composite microspheres cathode with a urea-perylene diimide polymer (UP) anode. An excellent capacity (130 mAh g-1) with imperceptible capacity decay following 2500 cycles at 1 A g-1 was achieved within the 0-0.9 V pragmatic voltage range. In brief, R-VO2/CNTs composite microspheres have been demonstrated the potential application for sustainable energy storage in AAIBs.
铵离子作为电荷载体,由于其资源丰富、反应速度快、枝晶风险小等优点,在水性电池中显示出巨大的应用潜力。然而,正极材料的选择在水铵离子电池(AAIBs)中遇到了相对较低的容量。通过动力学分析和密度泛函理论(DFT)计算,首次揭示了金红石相VO2 (R-VO2)微球中具有氢键建立-断裂的双隧道NH4+离子插入行为,并证实了容量贡献形式以表面控制为主。为了全面提高R-VO2微球的容量、速率性能和循环稳定性,获得了与R-VO2和碳纳米管共生的复合微球(R-VO2/CNTs)。此外,R-VO2/CNTs复合微球在0.05 A g-1下-1.3-0.8 V范围内具有950 mAh g-1的优异容量,在5 A g-1下可保持170 mAh g-1,在0-0.4 V和5000次循环时可保持113%的优异容量。为了探索其实际应用,采用R-VO2/CNTs复合微球阴极与尿素-苝酰亚胺聚合物(UP)阳极耦合的方法构建了全电池。在0-0.9 V实用电压范围内,在1 A g-1下进行2500次循环后,实现了优异的容量(130 mAh g-1)和难以察觉的容量衰减。简而言之,R-VO2/CNTs复合微球已被证明在AAIBs中具有可持续储能的潜在应用。
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引用次数: 0
Correction: THRUST: translesion synthesis-driven hierarchical regulation using a template-activator construct for Cas12a activity. 更正:THRUST:翻译合成驱动的分层调控,使用模板激活剂构建Cas12a活性。
IF 7.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-09 DOI: 10.1039/d5sc90280k
Lulu Qin, Wen-Jin Wang, Xinyi Xia, Tongshan Zuo, Yilin Cai, Guanhong Xu, Fangdi Wei, Suling Wang, Qin Hu, Zheng Zhao, Fan Zhang, Ben Zhong Tang, Yao Cen

[This corrects the article DOI: 10.1039/D5SC02575C.].

[更正文章DOI: 10.1039/D5SC02575C.]。
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引用次数: 0
Unveiling sodium storage mechanisms in hard carbon via machine learning-driven simulations with accurate site occupation identification 揭示钠在硬碳中的储存机制,通过机器学习驱动的模拟与准确的位置占用识别
IF 8.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-09 DOI: 10.1039/d5sc07068f
Zhaoming Wang, Guanghui Shi, Guanghui Wang, Man Wang, Feng Ding, Xiao Wang
Hard carbon (HC) has attracted considerable interest as a promising anode material for sodium-ion batteries (SIBs) due to its high specific capacity, excellent cycling stability, and cost-effectiveness. Nevertheless, the sodium storage mechanism in HC remains poorly understood owing to challenges in precisely characterizing its structural disorder, complexity, and intricate interatomic interactions. In this work, we investigate sodium storage behavior in HC anodes using a machine learning potential (MLP) integrated with a random forest-based sodium insertion site identification framework. The trained MLP accurately captures both the structural features of HC and the sodium insertion behavior. HC comprises an amorphous network of defects, edges, graphitic domains, and nanopores, primarily interconnected through sp/sp2/sp3-hybridized carbon bonds. For the first time, we simulate the continuous voltage profile associated with the stepwise sodium insertion during both the charging and overcharging states. This voltage profile reproduces experimental observations and disentangles the contributions of adsorption, intercalation, and pore filling, offering a pathway to elucidate the storage mechanisms across different systems and rationalize the discrepancies observed in experiments. During the overcharging stage, excessively short Na-Na distances enhance repulsion, leading to negative voltages. Besides, the formation of sodium clusters was observed, which poses a safety risk to the battery. Our findings demonstrate that machine learning-based simulations constitute a powerful and emerging approach for investigating sodium storage mechanisms and offer valuable guidance for the experimental optimization of HC anodes. Moreover, this strategy can be extended to other electrodes, electrolytes in SIBs, and even alternative battery systems.
硬碳(HC)由于其高比容量、优异的循环稳定性和成本效益而成为钠离子电池(sib)极具发展前景的负极材料。然而,由于在精确表征其结构的无序性、复杂性和复杂的原子间相互作用方面的挑战,钠在HC中的储存机制仍然知之甚少。在这项工作中,我们使用机器学习电位(MLP)结合基于随机森林的钠插入位点识别框架来研究HC阳极中的钠储存行为。训练后的MLP准确地捕捉到了HC的结构特征和钠的插入行为。HC由缺陷、边缘、石墨畴和纳米孔组成的无定形网络,主要通过sp/sp2/sp3杂化碳键相互连接。我们首次模拟了在充电和过充电状态下逐步插入钠的连续电压分布。该电压分布图再现了实验观察结果,并解开了吸附、插层和孔隙填充的作用,为阐明不同系统的存储机制和合理化实验中观察到的差异提供了途径。在过充电阶段,过短的Na-Na距离增强了斥力,导致负电压。此外,还观察到钠团簇的形成,这对电池的安全构成了威胁。我们的研究结果表明,基于机器学习的模拟是研究钠储存机制的一种强大而新兴的方法,并为HC阳极的实验优化提供了有价值的指导。此外,该策略可以扩展到sib中的其他电极,电解质,甚至替代电池系统。
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引用次数: 0
Ultrabright and narrowband organic afterglow achieved by molecular engineering of coronene 利用分子工程技术实现超亮窄带有机余辉
IF 8.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-09 DOI: 10.1039/d5sc08966b
Yuanyuan Chen, Yue Zhang, Guoyi Wu, Ting Luo, Jialiang Jiang, Tengyue Wang, Xiaoya Guo, Kaka Zhang
Achieving simultaneously ultrabright and narrowband organic afterglow emission remains a formidable challenge because enhancing one property often compromises the other. Herein, we report a low-frequency vibronic coupling strategy to design intrinsic narrowband organic afterglow materials that combine high brightness with long lifetimes. Through molecular engineering of coronene, introduction of aroyl and ethoxy substituents breaks molecular symmetry, enhances intersystem crossing, and preserves a localized triplet state with a small radiative rate constant. The optimized coronene derivative doped into dimethyl isophthalate (DMI) exhibits a phosphorescence efficiency of 17.5%, a lifetime of 3.19 s, and a narrow full width at half maximum (FWHM) of 24.2 nm under ambient conditions. Deuteration further increases the lifetime to 5.11 s and phosphorescence efficiency to 20.2%, achieving one of the brightest (73 cd/m2 at ~0.2 s) and narrowband organic afterglow emissions to date. Theoretical simulations attribute the narrowband emission to dominant low-frequency vibronic coupling in the coronene derivative system, offering mechanistic insights into spectral narrowing. This work establishes a new paradigm for molecular design of ultrabright narrowband afterglow materials, paving the way for their applications in illumination, anticounterfeiting, and information encryption.
同时实现超亮和窄带有机余辉发射仍然是一个艰巨的挑战,因为增强一种特性往往会损害另一种特性。在此,我们报告了一种低频振动耦合策略来设计高亮度和长寿命的本征窄带有机余辉材料。通过冠烯的分子工程,引入芳基和乙氧基取代基,打破了分子对称性,增强了系统间的交叉,保持了局域三态,辐射速率常数小。在环境条件下,经优化的二苯二甲酸二甲酯(DMI)掺杂的冠烯衍生物的磷光效率为17.5%,寿命为3.19 s,半峰全宽(FWHM)为24.2 nm。氘化进一步将寿命提高到5.11 s,磷光效率提高到20.2%,实现了迄今为止最亮的(~0.2 s时73 cd/m2)和窄带有机余辉发射之一。理论模拟将窄带发射归因于日冕导数系统中主要的低频振动耦合,为光谱变窄提供了机制见解。本研究为超亮窄带余辉材料的分子设计建立了新的范式,为其在照明、防伪、信息加密等方面的应用铺平了道路。
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引用次数: 0
Unveiling the molecular dynamics of a nitrile-containing 5-lipoxygenase-activating protein antagonist in primary macrophages through Raman spectroscopy 通过拉曼光谱揭示含腈的5-脂氧化酶激活蛋白拮抗剂在原代巨噬细胞中的分子动力学
IF 8.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-09 DOI: 10.1039/d5sc09493c
Constanze Schultz, Paul Mike Jordan, Philipp Dahlke, Zehra Tuğçe Gür Maz, Erden Banoğlu, Tobias Meyer-Zedler, Michael Schmitt, Oliver Werz, Juergen Popp
The nitrile (–C[triple bond, length as m-dash]N) functional group is a versatile pharmacophore motif that also serves as an intrinsic, bioorthogonal Raman tag in the silent wavenumber region (1800–2700 cm−1). Here, we exploit this dual functionality to track the potent nitrile-containing 5-lipoxygenase-activating protein (FLAP) antagonist BRP-685 in primary human macrophages using label-free spontaneous and stimulated Raman scattering. This approach enables direct intracellular localization at biologically relevant, low micromolar concentrations without chemical modification or external labels. Quantitative Raman imaging reveals that BRP-685 preferentially accumulates in lipid droplets, distinct from its membrane-bound target site at the nuclear envelope/endoplasmic reticulum. Multiplexed analysis with an alkyne-tagged lipid analog uncovers a unique distribution pattern, suggesting that lipid droplets act as intracellular reservoirs for highly lipophilic drugs.
腈(-CN)官能团是一个多功能的药效团基序,也作为一个内在的,生物正交拉曼标签在沉默波数区域(1800-2700 cm−1)。在这里,我们利用这种双重功能,利用无标记自发和刺激的拉曼散射,在原代人巨噬细胞中追踪有效的含腈的5-脂氧合酶激活蛋白(FLAP)拮抗剂BRP-685。这种方法可以在生物相关的低微摩尔浓度下直接进行细胞内定位,而无需化学修饰或外部标记。定量拉曼成像显示,BRP-685优先积聚在脂滴中,而不是其在核膜/内质网的膜结合靶点。用炔标记的脂质类似物进行多路复用分析,揭示了一种独特的分布模式,表明脂滴作为高亲脂性药物的细胞内储存器。
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引用次数: 0
Natural monosaccharide-based piezoelectric supramolecular materials for energy harvesting and information transmission 用于能量收集和信息传输的天然单糖基压电超分子材料
IF 8.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-09 DOI: 10.1039/d5sc07918g
Siying Chen, Junli Yang, Shuaijie Liu, Yehong Huo, Xin Cheng, Lingling Li, Wei Ji
Biomolecular assemblies with non-centrosymmetric structures exhibit piezoelectric response toward bionanotechnology.Yet, the piezoelectricity of monosaccharide self-assembled materials has not been reported. Herein, for the first time, we have systematically investigated the piezoelectric properties of fourteen natural monosaccharide-based supramolecular materials toward energy harvesting and information transmission. Hydroxyl number and orientation determined the supramolecular arrangements and piezoelectricity of monosaccharide assemblies. Density functional theory (DFT) calculation revealed the maximum piezoelectric coefficients of monosaccharide assemblies ranged from 6 to 13.7 pC/N, in which a-D-Gal assemblies exhibited a higher value. The a-D-Gal assemblies-based piezoelectric device produced opencircuit voltage of 1.08 V under 55 N which lighted up an LED by charging a 0.1 μF capacitor for 1 minute, and reached a voltage of 32 V across the capacitor after 4 minutes of charging. The a-D-Gal assemblies-based composite film can associate with Morse code for information transmission, enabling the conversion of electrical signals into numbers, letters, and words. This work not only reports the piezoelectric properties of various monosaccharide self-assemblies and investigates the correlation between supramolecular structure and piezoelectric response, but also provides new ideas for the development of innovative green energy biomaterials and electronic information transmission media.
具有非中心对称结构的生物分子组件对生物纳米技术表现出压电响应。然而,单糖自组装材料的压电性尚未见报道。在此,我们首次系统地研究了14种天然单糖基超分子材料在能量收集和信息传输方面的压电特性。羟基的数目和取向决定了单糖组合的超分子排列和压电性。密度泛函理论(DFT)计算表明,单糖组装体的最大压电系数在6 ~ 13.7 pC/N之间,其中a- d - gal组装体具有较高的压电系数。基于a- d - gal组件的压电器件在55 N下产生1.08 V的电压,通过对0.1 μF的电容器充电1分钟点亮LED,充电4分钟后电容器两端电压达到32 V。基于a-D-Gal组装体的复合薄膜可以与莫尔斯电码相关联,用于信息传输,使电信号转换为数字、字母和单词。本工作不仅报道了各种单糖自组装体的压电特性,探讨了超分子结构与压电响应的关系,而且为创新绿色能源生物材料和电子信息传输介质的开发提供了新的思路。
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引用次数: 0
Challenges in data-driven catalysis modelling: case study on palladium-NHC catalyzed Suzuki–Miyaura reactions 数据驱动催化建模的挑战:钯- nhc催化Suzuki-Miyaura反应的案例研究
IF 8.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Pub Date : 2026-01-09 DOI: 10.1039/d5sc06138e
Vladislav A. Voloshkin, Cecile Valsecchi, Florian Medina, Laurent Lefort, Mikko Muuronen, Matthieu Jouffroy, Steven P. Nolan
In this study, we synthesized a set of 21 N-heterocyclic carbene (NHC)Pd complexes and evaluated them in a benchmark reaction for Suzuki–Miyaura coupling under 12 different conditions, resulting in a high-quality dataset tailored for machine learning applications. We present a detailed analysis of the data, enabling a thorough assessement of the various parameters (ligand structure and reaction parameters) influencing the reaction yield. We used a new workflow to select descriptors for building linear regression models. The models achieved satisfactory performance in interpolation across all reaction conditions. To ensure these results were not artifacts, we critically examined our models, assessing features explainability, featurization strategies, the impact of train-test splits, and the influence of conformer sets. This work highlights key practical considerations for modeling catalytic activity using machine learning.
在这项研究中,我们合成了一组21个n -杂环碳(NHC)Pd配合物,并在12种不同条件下的铃木-宫浦偶联基准反应中对它们进行了评估,从而获得了适合机器学习应用的高质量数据集。我们对数据进行了详细的分析,从而对影响反应产率的各种参数(配体结构和反应参数)进行了全面的评估。我们使用一个新的工作流来选择描述符来构建线性回归模型。该模型在所有反应条件下均取得了满意的插值效果。为了确保这些结果不是人为的,我们严格检查了我们的模型,评估了特征的可解释性、特征化策略、训练测试分裂的影响以及一致性集的影响。这项工作强调了使用机器学习建模催化活性的关键实际考虑因素。
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引用次数: 0
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