Environmental adaptations in metagenomes revealed by deep learning by Johanna C. Winder, Simon Poulton, Taoyang Wu, Thomas Mock, Cock van Oosterhout

“…However, its application remains limited due to high computational costs, model complexity, and difficulty extracting biological insights from these artificial neural networks (ANNs). …”
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Greening the future: How social networks and media shapes youth's eco-friendly purchases by Le Thanh Truc

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Prediction of Influence of Environmental Factors on the Toxicity of Pentachlorophenol on <i>E. coli</i>-Based Bioassays by Sulivan Jouanneau, Gerald Thouand

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Binocular Vision-Based Target Detection Algorithm by Huiguo Zhang

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Analysis of Major Road Traffic Accident Causes Using a Combined Method of Association Rule and Complex Network by Shuai Huang, Cheng Jin, Tao Chen, ZhengWu Wang, Jie Wang

“…Results indicate that (1) 80% of major traffic accidents are linked to poor driving behavior. Complex network analysis identified speeding, overloading, lane crossing, and failure to maintain safe following distances as primary human factors, which are closely related to vehicle, road, and environmental conditions, contributing collectively to accidents. (2) Association rule results revealed that head-on collisions are primarily related to lane crossing and occur on national and secondary grade highway; falling accidents are common on roads with inadequate infrastructure; rear-end collision often happen on expressway and national highway, especially at night (18:00–07:00) with freight vehicles; vehicle-related major accidents are usually associated with noncompliant vehicle performance, vehicle failures, overloading, and insufficient regulation. …”
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Continuous Cropping Alters Soil Microbial Community Assembly and Co-Occurrence Network Complexity in Arid Cotton Fields by Jian Chen, Xiaopeng Yang, Dongdong Zhong, Zhen Huo, Renhua Sun, Hegan Dong

“…As cropping duration increased, bacterial network complexity significantly decreased, while fungal networks partially recovered in the long term, indicating greater fungal adaptability to environmental changes. …”
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Soil microbial networks’ complexity as a primary driver of multifunctionality in photovoltaic power plants in the northwest region of China by Liuqing Zhao, Sumeng Xu, Sumeng Xu, Jinmei Zhao, Shujuan Chen, Xiaolong Liu, Xiuyuan Zheng, Xiuhui Wang, Zhao Zhu, Fei Gao, Bingzhe Fu, Shuxia Li

“…A positive and significant correlation is detected between the bacterial network complexity and the soil multifunctionality, whereas a substantial negative correlation is observed between the fungal network complexity and the soil multifunctionality.DiscussionIn conclusion the environment is able to directly regulate soil microbial diversity, thereby affecting network complexity and driving soil multifunctionality. …”
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Optimization of the Loess Plateau of the China Ecological Network Pattern Based on a PLUS Model by Xiaoyan Luo, Xun Luo, Xianhua Yang, Jian Wang, Jialing Liao, Yu He, Ye Du, Ye Yang

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Quantitative analysis of regulatory flexibility under changing environmental conditions by Kieron D Edwards, Ozgur E Akman, Kirsten Knox, Peter J Lumsden, Adrian W Thomson, Paul E Brown, Alexandra Pokhilko, Laszlo Kozma‐Bognar, Ferenc Nagy, David A Rand, Andrew J Millar

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Pansharpening Applications in Ecological and Environmental Monitoring Using an Attention Mechanism-Based Dual-Stream Cross-Modality Fusion Network by Bingru Li, Qingping Li, Haoran Yang, Xiaomin Yang

“…To address this limitation, the paper presents a Dual-Stream Cross-modality Fusion Network (DCMFN), designed to offer reliable data support for environmental impact assessment, ecological monitoring, and material optimization in nanotechnology. …”
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New ideas about the structure and functions of national ecological network in the context of modern postnonclassical concepts by Tetiana Kazakova

“… Today the idea of sustainable development has revealed severe signs of disability as evidenced by the fact that the global environmental problem is steadily worsening. All this makes to question the methodological guidelines which are incorporated into the content of the concept of national ecological networks. …”
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Decoding the Hormonal, Genetic, and Environmental Signals Regulating Leaf Angle in Plants by Ahmad Ali, Ting-Ting Zhao, Cui-Lian Feng, Xue-Ting Zhao, Ling Li, Rui-Jie Wu, Hong-Bo Liu, Qi-Xing Huang, Ji-Shan Lin, Jun-Gang Wang

“…Overall, this review explores current insights into the key genes, signaling pathways, molecular networks, and diverse environmental factors involved in LA regulation. …”
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Insights into the effects of environmental factors on phytoplankton and microzooplankton at a basin scale: diversity, assembly mechanisms, and co-occurrence networks by Yanjun Shen, Yanjun Shen, Xinxin Zhou, Xinxin Zhou, Jiaming Zhang, Jiaming Zhang, Qinghua Li, Qinghua Li, Yufeng Zhang, Yufeng Zhang, Qing Zuo, Qing Zuo

“…Furthermore, the co-occurrence network showed a declining trend in the complexity and stability from the upper to lower reaches. …”
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A lightweight context-aware framework for toxic mushroom detection in complex ecological environments by Zhanchen Wei, Jiali Wang, Haohai You, Ruiqing Ji, Fude Wang, Lei Shi, Helong Yu

“…Existing detection methods struggle with three key challenges in environmental monitoring: (1) poor discrimination of morphologically similar species in wild habitats, (2) high computational costs limiting deployment in resource-constrained field settings, and (3) performance degradation under ecological variations such as weather changes and terrain complexity. …”
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Exploring network strategies for eco-innovation in manufacturing from a triple helix perspective by Noora A. Janahi, Christopher M. Durugbo, Odeh R. Al-Jayyousi

“…Networks in modern manufacturing are crucial for pooling resources, and eco-innovation enables manufacturers adopt sustainable production and environmentally friendly offerings. …”
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Intercomparison of Machine Learning Models for Spatial Downscaling of Daily Mean Temperature in Complex Terrain by Sudheer Bhakare, Sara Dal Gesso, Marco Venturini, Dino Zardi, Laura Trentini, Michael Matiu, Marcello Petitta

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Vertical Stratification Reduces Microbial Network Complexity and Disrupts Nitrogen Balance in Seasonally Frozen Ground at Qinghai Lake in Tibet by Ni Zhang, Zhiyun Zhou, Yijun Wang, Shijia Zhou, Jing Ma, Jianqing Sun, Kelong Chen

“…Deterministic processes dominated the assembly of bacterial communities of frozen soils in the Qinghai Lake basin. Co-occurrence network analysis showed that increasing altitude gradients led to a higher average degree of the bacterial network, while reducing network complexity and inter-species connectivity. …”
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Community organization and network complexity and stability: contrasting strategies of prokaryotic versus eukaryotic microbiomes in the Bohai Sea and Yellow Sea by Xiaoxiao Wang, Hualong Wang, Yantao Liang, Andrew McMinn, Min Wang

“…Results presented here show how environmental gradients alter both the geographical characteristics of the microbial organization in coastal seas and also their co-occurrence network complexity and stability and thus have critical implications for nutrient and energy cycling.…”
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Systematic assessment road network impact on atmosphere of urbanized area by E. V. Bondarenko, A. A. Filippov, I. F. Suleymanov, Sh. M. Minatullayev

“…To study the urbanized territory as a system, an approach was used that allows assessing gaseous and dispersed atmospheric pollution using a unified scale of environmental hazard. The features of air pollution in urban areas were considered, where a significant number of stationary and mobile sources of negative environmental impact are concentrated in limited overpopulated areas.The purpose of the study. the use of theoretical foundations for a systematic assessment of the level of environmental hazard of an urbanized area under the influence of the road network due to a combination of gaseous and dispersed atmospheric pollution.Methods and materials. …”
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UN15: An Urban Noise Dataset Coupled with Time–Frequency Attention for Environmental Sound Classification by Yu Shen, Ge Cao, Huan-Yu Dong, Bo Dong, Chang-Myung Lee

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