A novel similarity-constrained feature selection method for epilepsy detection via EEG signals by Chunlei Shi, Jun Gao, Jian Yu, Lingzhi Zhao, Faxian Jia

“…Current methods for epilepsy EEG signal recognition typically extract and represent features from multiple dimensions, such as temporal, spectral, and time–frequency analysis. However, excessive feature extraction can increase model complexity and reduce generalization performance. …”
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Microbial community dynamics in shallow-water grass-type lakes: Habitat succession of microbial ecological assembly and coexistence mechanisms by Chen Feng, Junping Lu, Tingxi Liu, Xiaohong Shi, Shengnan Zhao, Chunjian Lv, Yujiao Shi, Zixuan Zhang, Yuqi Jin, Jiaqi Pang, Aojie Sun

“…Co-occurrence network analysis revealed greater complexity and stability in the sediment bacterial communities, with three potential keystone species, than in water. …”
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Establishment and Cooperation of Sino-Russian Arctic Think Tanks in Universities: Context, Positioning, and Pathways by Lv Peiying

“…In the context of the rapid development of science and technology and the complexity of the geopolitical landscape, the Arctic region has become a frontier of international competition. …”
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Plant-Guided Microbiome Selection Produces Transient Effects on Insect Performance and Rhizosphere Community Assembly by Laramy Enders, Elizabeth French, MacKenzie Kjeldgaard, Emily Tronson, Ian Kaplan

“…Correspondingly minor shifts in fungal and bacterial relative abundance occurred in insect-suppressive communities. However, network analysis indicated that aphid feeding disrupted rhizosphere microbiome assembly, resulting in lower community complexity and connectivity and fewer structurally important taxa compared with uninfested controls. …”
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Sign-Entropy Regularization for Personalized Federated Learning by Koffka Khan

“…Motivated by Descartes’ Rule of Signs, we hypothesize that frequent sign changes in gradient trajectories reflect complexity in the local loss landscape. By minimizing the entropy of gradient sign patterns during local updates, SER encourages smoother optimization paths, improves convergence stability, and enhances personalization. …”
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Effect of yeast types on the quality of fortified sweet red wines by CHENG Yilin, LIU Xinyang, HAN Fuliang

“…Yeast strain XR was beneficial for increasing caffeic acid and vanillic acid content while improving aromatic complexity, and young and aged wines fermented by three types of yeast could be distinguished by orthogonal partial least squares-discriminant analysis (OPLS-DA). …”
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Battery management in IoT hybrid grid system using deep learning algorithms based on crowd sensing and micro climatic data by Srinivasan Rajamani, Arulmozhiyal Ramasamy

“…IPWS reduces time and space complexity in controller. Among the proposed methods, IPWS with JO-LSTM/ HBO-LSTM based BMS eliminates output power fluctuations and increases transient stability (TS) and damping ratio (DR). …”
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METHODOLOGICAL APPROACH TO CONSTRUCTION OF A SYSTEM FOR DETECTION AND PREVENTION OF DESTRUCTION OF THE ACTIVITIES OF CONSTRUCTION PARTICIPANTS by Mykhailo Malykhin, Denys Dubinin, Olha Bielienkova

“… The increasing complexity and risk exposure inherent in the implementation of construction projects underscores the critical need to develop a methodological framework aimed at detecting and preventing disruptive actions that threaten the performance of construction participants. …”
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INTERNATIONALIZATION OF CORPORATE FINANCE IN THE EUROPEAN UNION: CHALLENGES AND OPPORTUNITIES FOR GLOBAL COMPETITIVENESS by Anastasiia A. Krasina

“…The article provides a comprehensive analysis of the internationalization of corporate finance in the European Union (EU), focusing on its critical role in fostering global competitiveness and addressing the internal challenges of financial integration. …”
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Federated Deep Learning for Scalable and Explainable Load Forecasting in Privacy-Conscious Smart Cities by Ibrahim Alzamil

“…These shifts introduce significant complexity into electricity load forecasting, challenging conventional centralized AI models. …”
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Recent Advances in Enzymatic Biofuel Cells to Power Up Wearable and Implantable Biosensors by Zina Fredj, Guoguang Rong, Mohamad Sawan

“…Despite their promise, their practical deployment is limited by challenges such as low power density, restricted operational lifespan, and miniaturization complexities. This review provides an in-depth exploration of the evolving landscape of EBFC technology, beginning with fundamental principles and the latest developments in electron transfer mechanisms. …”
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Self-Powered Microsystem for Ultra-Fast Crash Detection via Prestressed Triboelectric Sensing by Yiqun Wang, Yuhan Wang, Xinzhi Liu, Xiaofeng Wang, Keren Dai, Zheng You

“…Furthermore, its power demand is 80% lower than that of commercial high-g sensors, while the pre-charged supercapacitor ensures operational stability. To further extend the functionality of the device, we designed a lightweight collision target classification algorithm using ensemble learning and feature importance analysis, which could accurately distinguish between automotive collisions with hard, brittle, and soft materials. …”
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Implementation of MF block in CNN for advanced REB fault diagnosis by M. Pandiyan, Narendiranath Babu T.

“…Furthermore, computational complexity analysis, including FLOPs estimation, was performed to assess real-time applicability. …”
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Development of a Method for the Synthesis of Ammoniacal Niobium Oxalate Trihydrate for Use as a Precursor in Chemical Reactions by Vitor Manoel Silva Fernandes de Souza, Vinícius Gomes de Sousa Duarte, Kivia Fabiana Galvão Araújo, Maria José dos Santos Lima, Gerlânea Silva Oliveira, Sibele Berenice Castella Pergher, Uilame Umbelino Gomes

“…Material characterization was performed using X-ray diffraction (XRD), scanning electron microscopy (SEM), energy-dispersive spectroscopy (EDS), and thermogravimetric analysis (TGA), which collectively confirmed the material's morphology, structure, and thermal stability. …”
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Mn-Doped CeO₂ Nanozyme-Integrated Mesoporous Interfaces for High-Sensitivity Antifouling Electrochemiluminescence Biosensing by Guanze Huang, Haiyan Qiu, Huiping Chen, Wanxuan Li, Yufei Zhang, Minfang Huang, Tingting Zhang, Xiaoxin Xu, Shanwen Hu

“…The constructed nanozyme-enhanced ECL sensing platform was demonstrated through the detection of dopamine (DA) as a model neurotransmitter, exhibiting favorable detection performance while maintaining high-accuracy detection in complex biological samples. This strategy offers a novel approach to developing highly sensitive and interference-resistant ECL sensors, with promising applications in disease biomarker monitoring and live physiological sample analysis.…”
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Growing Season Normalized Difference Vegetation Index in the Nepal Himalaya and Adjacent Areas, 2000–2019: Sensitivity to Climate Change and Terrain Factors by Mst Umme Salma Nila, Maria Bobrowski, Udo Schickhoff

“…Spearman correlation analysis revealed elevation-dependent vegetation responses to climate. …”
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Exploring PHD fingers and H3K4me0 interactions with molecular dynamics simulations and binding free energy calculations: AIRE-PHD1, a comparative study. by Dimitrios Spiliotopoulos, Andrea Spitaleri, Giovanna Musco

“…As a case study we focused on the first PHD finger of autoimmune regulator protein (AIRE-PHD1) in complex with H3K4me0. PCA analysis of the covariance matrix of free AIRE-PHD1 highlights the presence of a "flapping" movement, which is blocked in an open conformation upon binding to H3K4me0. …”
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Best practices for source-based research on misinformation and news trustworthiness using NewsGuard by Jula Lühring, Hannah Metzler, Ruggero Lazzaroni, Apeksha Shetty, Jana Lasser

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The impact of various calcium ion sources on the curing efficacy of MICP by Huan Tao, Panpan Jiang, Jili Qu, Yuandong Huang

“…These experimental findings hold significant implications for soil remediation, pollutant removal in soil, enhancement of soil fertility, and desert soil stabilization.…”
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Activation of LXRβ inhibits tumor respiration and is synthetically lethal with Bcl‐xL inhibition by Trang Thi Thu Nguyen, Chiaki Tsuge Ishida, Enyuan Shang, Chang Shu, Consuelo Torrini, Yiru Zhang, Elena Bianchetti, Maria J Sanchez‐Quintero, Giulio Kleiner, Catarina M Quinzii, Mike‐Andrew Westhoff, Georg Karpel‐Massler, Peter Canoll, Markus D Siegelin

“…LXR activation elicits a suppression of respiratory complexes at the protein level by reducing their stability. …”
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