A Task-Related EEG Microstate Clustering Algorithm Based on Spatial Patterns, Riemannian Distance, and a Deep Autoencoder by Shihao Pan, Tongyuan Shen, Yongxiang Lian, Li Shi

“…Methods: We propose an innovative algorithm for analyzing task-related EEG microstates based on spatial patterns, Riemannian distance, and a modified deep autoencoder. …”
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Climate-Driven Dynamics of Landscape Patterns and Carbon Sequestration in Inner Mongolia: A Spatiotemporal Analysis from 2000 to 2020 by Qibeier Xie, Jie Ren

“…This study investigates the spatiotemporal evolution of vegetation Net Primary Productivity (NPP) and landscape patterns in Inner Mongolia, China, from 2000 to 2020, and evaluates their implications for carbon sink capacity under climate change. …”
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Spatiotemporal Land Use and Land Cover Changes and Their Impact on Landscape Patterns in the Colombian Coffee Cultural Landscape (2014–2034) by Anyela Piedad Rojas Celis, Jie Shen, Jose David Martinez Otalora

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(Non)specific interaction patterns in families raising a child with disability or chronic illness: a latent profile analysis by Ariadna Łada-Maśko, Urszula Sajewicz-Radtke, Paweł Jurek, Paweł Jurek, Michał Olech, Bartosz M. Radtke, Małgorzata Lipowska

“…To assess interaction patterns within families, the following measures were used: the Questionnaire of Relationships with Siblings to evaluate relationships between healthy adolescents and their siblings, the Parentification Questionnaire for Youth to measure emotional and instrumental parentification, the KidScreen-27 to assess quality of life, the Parental Attitude Scale-2 to assess parental attitudes, and the Family Rating Scales to evaluate family dynamics, including the structure and quality of family interactions. …”
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Observation of factors associated with visceral swallowing pattern in 2–6 year old children: A cross-sectional study by Babak Sayahpour, Magda-Anastasia Mylonas-Helbing, Nicolas Plein, Stefan Kopp, Sara Eslami, Sarah Bühling

“…Kittel’s method of tongue posture evaluation and the Payne technique for assessment of swallowing pattern were included in the clinical examination of myofunctional status. …”
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Design, simulation, and experimental evaluation of an agrivoltaic greenhouse in Turkey by Özal Emre Özdemir, Tamara Bretzel, Leonhard Gfüllner, Shiva Gorjian, Yasar Katircioglu, Berkay Dur, Max Trommsdorff

“…Advanced ray-tracing simulations with bifacial_radiance software evaluated multiple design parameters, including roof coverage ratios, PV layout patterns, greenhouse shapes, and orientations, with the aim of optimizing light distribution and photovoltaic yield. …”
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Dysglycaemia is associated with the pattern of valvular calcification in micro-computed tomography analysis: an observational study in patients with severe aortic stenosis by Magdalena Kopytek, Kamila W. Undas, Jacek Tarasiuk, Sebastian Wroński, Michał Ząbczyk, Joanna Natorska

“…Stenotic aortic valves obtained surgically were analysed using micro-CT to assess structure of tissue mineralization. Calcium volume (CV), surface volume (SV), CV/SV ratio, and trabecular thickness (TbTh) were evaluated. …”
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Sign-Entropy Regularization for Personalized Federated Learning by Koffka Khan

“…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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How good is your synthetic data? SynthRO, a dashboard to evaluate and benchmark synthetic tabular data by Gabriele Santangelo, Giovanna Nicora, Riccardo Bellazzi, Arianna Dagliati

“…SynthRO’s accessible GUI and modular structure facilitate effective data evaluation, promoting reliability and fairness. …”
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Hierarchical reinforcement learning with central pattern generator for enabling a quadruped robot simulator to walk on a variety of terrains by Toshiki Watanabe, Akihiro Kubo, Kai Tsunoda, Tatsuya Matsuba, Shintaro Akatsuka, Yukihiro Noda, Hiroaki Kioka, Jin Izawa, Shin Ishii, Yutaka Nakamura

“…Abstract We present a data-driven deep reinforcement learning (DRL) method for the optimization of a hierarchically structured control policy that includes the central pattern generator. …”
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Cysteine pattern barcoding-based dataset filtration enhances the machine learning-assisted interpretation of Conus venom peptide therapeutics. by Rimsha Bibi, Noshaba Qasmi, Sajid Rashid

“…Subsequent model outputs underwent further structural and binding pattern analysis against known targets, revealing significant similarities between the binding patterns of approved and novel peptides. …”
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Assessing typhoon impacts on mangroves and post-typhoon recovery patterns to inform projects using mangroves as nature-based solutions by Xueqin Gao, Felix Leung, Wenqing Wang

“…On July 18, 2014, Super Typhoon Rammasun caused significant damage to a mangrove forest at Dongzhaigang Bay, Hainan Island. To evaluate the structural damage and recovery patterns of mangrove forests, vegetation in permanent plots was surveyed at 1, 12, and 24 months after the event. …”
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Sentiment Dynamics Among Informal Caregivers in Web-Based Alzheimer Communities: Systematic Analysis of Emotional Support and Interaction Patterns by Congning Ni, Qingyuan Song, Qingxia Chen, Lijun Song, Patricia Commiskey, Lauren Stratton, Bradley Malin, Zhijun Yin

“…Structured topic modeling and regression analysis were used to identify the primary topics consistently associated with sentiment changes within these threads. …”
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Explaining the Pattern of Effective Factors in Building the Capacity of Extension Experts in the Development of Smart Climate Agriculture in the Northwestern Provinces of the Count... by M. Rafiee Sefid Dashti, S.M. Mirdamadi, S.J. Farajollah Hosseini, S. Shokri

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A scientometric analysis of the thematic structure and analysis of the convergence mapping of medical education. by Mohammad Bagher Negahban

“… This study investigates the thematic structure and conceptual dynamics of research in medical education using scientometric and network analysis approaches. …”
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Durability Test and Service Life Prediction Methods for Silicone Structural Glazing Sealant by Bo Yang, Junjin Liu, Jianhui Li, Chao Wang, Zhiyuan Wang

“…Silicone structural glazing (SSG) sealants are crucial sealing materials in modern building curtain walls, whose performance degradation may lead to functional and safety issues, posing significant challenges to building safety maintenance. …”
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Biomimetic UV photo-protection of skin surface by structured epicuticular wax films by Anuja Das, Luca Polacchi, Jean-Yves Fouron, Antoine Montaux-Lambert, Laurent Billon, Gustavo S. Luengo

“…For realistic substrates, scattering effect is additionally dependent on nature of intrinsic substrate patterns and roughness in which case the feature height (hF) of 3D structures should be greater than substrate patterns to achieve maximum reflectance. …”
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Random Walk‐Based GOOSE Algorithm for Solving Engineering Structural Design Problems by Sripathi Mounika, Himanshu Sharma, Aradhala Bala Krishna, Krishan Arora, Syed Immamul Ansarullah, Ayodeji Olalekan Salau

“…The results of these evaluations highlight IGOOSE algorithm as a competitive optimization tool, offering promising performance across both standard benchmarks and complex structural engineering problems. …”
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End‐to‐End Crystal Structure Prediction from Powder X‐Ray Diffraction by Qingsi Lai, Fanjie Xu, Lin Yao, Zhifeng Gao, Siyuan Liu, Hongshuai Wang, Shuqi Lu, Di He, Liwei Wang, Linfeng Zhang, Cheng Wang, Guolin Ke

“…XtalNet comprises two modules: a Contrastive PXRD‐Crystal Pretraining (CPCP) module that aligns PXRD space with crystal structure space, and a Conditional Crystal Structure Generation (CCSG) module that generates candidate crystal structures conditioned on PXRD patterns. …”
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A multimodal functional structure-based graph neural network for fatigue detection by Dongrui Gao, Zhihong Zhou, Zongyao Peng, Haokai Zhang, Shihong Liu, Manqing Wang, Hongli Chang

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