Forecasting Residential Energy Consumption with the Use of Long Short-Term Memory Recurrent Neural Networks by Zurisaddai Severiche-Maury, Carlos Eduardo Uc-Rios, Wilson Arrubla-Hoyos, Dora Cama-Pinto, Juan Antonio Holgado-Terriza, Miguel Damas-Hermoso, Alejandro Cama-Pinto

“…The model comprises two interrelated submodels: one predicts the individual energy consumption and usage time of each device, while the other estimates the total energy consumption of connected appliances. This dual structure enhances accuracy by capturing both device-specific consumption patterns and overall household energy use, facilitating informed decision-making at multiple levels. …”
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Ripples of change: transforming lives and communities through sport in Colombia by Pedro Danilo Ponciano Núñez, Alexis Lyras, Carlos Matus-Castillo, Frano Giakoni-Ramírez, Daniel Duclos-Bastias, Daniel Duclos-Bastias

“…By grounding its approach in evidence-based evaluation and leveraging strategic partnerships, CF exemplifies a sustainable model of sport-for-development. …”
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Dual stream graph augmented transformer model integrating BERT and GNNs for context aware fake news detection by Hejamadi Rama Moorthy, N. J. Avinash, N. S. Krishnaraj Rao, K. R. Raghunandan, Radhakrishna Dodmane, Jeremy Joseph Blum, Lubna A Gabralla

“…Traditional methods primarily rely on textual analysis, often neglecting the structural patterns of news dissemination, which play a crucial role in determining credibility. …”
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Bioinformatics and Deep Learning Approach to Discover Food-Derived Active Ingredients for Alzheimer’s Disease Therapy by Junyu Zhou, Chen Li, Yong Kwan Kim, Sunmin Park

“…Statistical clustering methodologies segregated the NCs into six well-defined groups, each characterized by convergent structural and chemical signatures. The systematic examination of structure–activity relationships uncovered differential molecular patterns among clusters, illuminating the sophisticated correlation between molecular properties and biological activity. …”
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Insights into Natural Products from Marine-Derived Fungi with Antimycobacterial Properties: Opportunities and Challenges by Muhammad Azhari, Novi Merliani, Marlia Singgih, Masayoshi Arai, Elin Julianti

“…Despite efforts to develop effective therapies, existing treatments require a relatively long duration of therapy to eradicate the pathogen due to its virulence factors, pathogenesis patterns, and ability to enter dormant states. This can lead to a higher risk of treatment failure due to poor patient adherence to the complex regimen. …”
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Management Library Based on Digital Literacy at school Berau State High School (Study Cases at State Senior High School 4 and State Senior High School 6 Berau) by Tatik Kusmiati, Nurlaili Nurlaili, Akhmad Akhmad, Warman Warman, Widyamitmike Gede Mulawarman, Azainil Azainil

“…In the evaluation phase, both schools apply a continuous monitoring and assessment system. …”
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The Spatiotemporal Evolution of Land Use Ecological Efficiency in the Huaihai Economic Zone: Insights from a Multi-Dimensional Framework and Geospatial Modeling by Gan Teng, Longqian Chen, Ting Zhang, Long Li, Jue Xiao, Linyu Ma

“…High-efficiency areas shifted from a dispersed pattern to a “T-shaped” spatial distribution, while low-efficiency areas gradually converged toward the southern regions, evolving from an “H-shaped” cluster. (3) The influence of industrial structure, urbanization, environmental regulation, ecological factors, and land use on ecological efficiency exhibited clear spatial and temporal heterogeneity. …”
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Research on the Forward Simulation and Intelligent Detection of Defects in Highways Using Ground-Penetrating Radar by Pengxiang Li, Mingzhou Bai, Xin Li, Chenyang Liu

“…Through the integration of instantaneous feature information from different defect patterns with complex signal techniques, the boundary judgment of structural layers and anomalies in GPR images of various subgrade defects was improved. …”
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Analysis of Mechanical and Thermal Material Characteristics of GPL-Reinforced Double-FG Composite Nanoplates under Temperature Load by Kerim Gökhan Aktaş

“…The double-FG properties of the structure are provided by the functional dispersion of the ceramic-metal matrix as well as the effective arrangement of the GPLs in two distinct patterns throughout the plate's thickness (Type-X and Type-U). …”
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Contrasting Roles of the Multiple Seas in East Asia on Population Divergence of Smilax sieboldii (Smilacaceae) by Ya‐Lu Ru, Shan‐Shan Zhu, Xin‐Yi Fan, Wen‐Hao Li, Cheng‐Xin Fu, Yun‐Peng Zhao

“…Meanwhile, IBD rather than IBE explained the population structure of S. sieboldii. To conclude, the phylogeographic patterns of S. sieboldii resulted from population isolation and admixture due to sea‐level fluctuations since the Pleistocene, and the spatial scale of a sea largely determined its ecological role among the multi‐sea systems. …”
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Assessment of Water Resources Carrying Capacity and Analysis of Its Coupling Coordination in the Yangtze River Economic Belt by XIONG Ying, JIANG Yi-xin, CHEN Si-xuan

“…[Objective] This study focuses on the Yangtze River Economic Belt and constructs a water resources carrying capacity evaluation system that covers four subsystems: water resources, society, economy and ecological environment. …”
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Dynamical Systems with Fractional Derivatives: Focus on Phase Portraits and Plasma Wave Propagation Using Lakshmanan–Porsezian–Daniel Model by Abdul Ghaffar Khan, Muhammad Muddassar, Sultan Shoaib, Zia Ur Rehman, Muhammad Zahid

“…In addition, our study also investigates the correspondence between non-linearity, multi-stability, and the birth of complex structures such as solitons and kink waves. The solutions of the dynamical system produced by the proposed nonlinear model generate different patterns of response based on system parameter variation. …”
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АNALYSIS OF CLINICAL AND EXPERIMENTAL FORECASTING OF INFLUENCE OF ERGONOMICS OF DENTISTS WORK ON THE RESULT OF ENDONTIC TREATMENT by R.I. Ratushniy, N. Goderdzi, M.Yu. Goncharuk-Khomyn, S.B. Kostenko, I.V. Penzelyk, A.S. Chobeі

“…Conclusions. Modeling the main patterns of changes in the working position of dentists during root canal treatment and analysis of such in the structure of the digital environment according to the data, promotes targeted identification of problematic elements of the workflow in terms of compliance with ergonomic criteria and specifics of their changes, the possible fact of using optically magnifying equipment, work with rotary and manual types of endodontic instruments. …”
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Economic Transformation from Physical to Digital: A Bibliometric Analysis of the Metaverse Economy by Zihni Tuncsiper, Selim Şanlısoy, Üzeyir Aydın

“…The metaverse is a virtual ecosystem formed by the combination of innovative technologies such as augmented reality (AR), virtual reality (VR) and blockchain, which are reshaping global trade, consumption patterns and cross-sector collaboration. This ecosystem offers a new economic structure that combines the physical and digital worlds with elements such as the appreciation of digital assets, the proliferation of NFTs and the integration of decentralised finance (DeFi) applications. …”
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Simulation of Vortex-Induced Vibration for a Cylinder with Different Rounded Corners under Re = 150 by Maofeng Gong, Ruijia Jin, Mingming Liu, Jianmin Qin

“…This study systematically altered the radius of the cylinder’s rounded corners to evaluate their effects on both structural and hydrodynamic responses. …”
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Improving Mental Health and Well-Being Through the Paradym App: Quantitative Study of Real-World Data by Athina Marina Metaxa, Shaun Liverpool, Mia Eisenstadt, John Pollard, Courtney Carlsson

“…There is also a dearth of research on well-being apps structured around users’ lived experiences and emotional patterns and a lack of integration of real-world evidence of app usage. …”
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Tigers in their new territory: intraspecific interactions among the reintroduced tiger population in Panna Tiger Reserve, Central India by Supratim Dutta, Ramesh Krishnamurthy

“…Static interactions pertain to space use, while dynamic interactions involve spatio-temporal patterns influenced by social structure, distribution, mate selection, and density. …”
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Spatiotemporal Variations in Strain Release and Seismic Rupture in Multifault Systems: An Example from Panamint Valley, Southeastern California by Aubrey A. LaPlante, Christine A. Regalla, Israporn Sethanant, Shannon A. Mahan, Harrison J. Gray

“…These data highlight the utility of tectono-geomorphic mapping in evaluating paleo-rupture patterns and suggest that the PVTR may act to propagate and/or arrest rupture between the Ash Hill and Panamint Valley faults.…”
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Comparative analysis of data transformation methods for detecting non-technical losses in electricity grids by Maria Gabriel Chuwa, Daniel Ngondya, Rukia Mwifunyi

“…Convolutional neural networks (CNN) have emerged as effective tools for automatically extracting features from raw data, but raw data often lacks the structure needed for optimal feature extraction. This study explores various methods for transforming energy consumption patterns into two-dimensional (2D) representations to enhance feature extraction and NTL detection. …”
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Three decades of collaboration in rheumatology: a comprehensive co-authorship network analysis (1994–2023) by Naruaki Ogasawara

“…Introduction This study investigated the evolution of collaborative research in rheumatology over 3 decades (1994–2023), utilizing co-authorship network analysis to uncover key contributors, structural trends, and global collaboration patterns. …”
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