Fibroblast-Specific Protein-Protein Interactions for Myocardial Fibrosis from MetaCore Network by Klaus M. Frahm, Ekaterina Kotelnikova, Oksana Kunduzova, Dima L. Shepelyansky

“…In the network model each protein node is characterized by an Ising up or down spin corresponding to activated or repairing state acting on other nodes being initially in a neutral state. …”
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Automated Screening of Precancerous Cervical Cells Through Contrastive Self-Supervised Learning by Jaewoo Chun, Ando Yu, Seokhwan Ko, Gunoh Chong, Jiyoung Park, Hyungsoo Han, Nora Jeeyoung Park, Junghwan Cho

“…We employed kernel density estimation (KDE) to assess cell type distributions, further facilitating the identification of abnormalities. Our results indicate that our approach improves screening accuracy and reduces the workload for cytopathologists, contributing to more efficient cervical cancer screening programs.…”
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Multi-temporal crack segmentation in concrete structures using deep learning approaches by S. Harb, P. Achanccaray Diaz, M. Maboudi, M. Gerke

“…These results suggest that temporal information significantly improves the performance of segmentation models, offering a promising solution for improved crack identification and long-term monitoring of concrete structures, even with limited sequential data.…”
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Accuracy and feasibility analysis of computational chemistry in drug spectral simulation—a case study of acetylsalicylic acid by Haitao Cao, Junjian Zeng, Lixin Xue

“…Methods Students synthesized ASA experimentally and used molecular modeling and spectral simulation tools to analyze the compound. …”
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Transformer fault diagnosis method based on Gramian Angular Field and optimized parallel ShuffleNetV2 by Qiang Guo, Haiyan Yao, Yuefei Xu, Bin Lu, Zhengshu Ma, Yuanjun Huang, Mingyu Shi

“…Then, an optimized dual-branch parallel ShuffleNetV2 model was built to simultaneously perform efficient feature extraction on the two types of images, and the Convolutional Block Attention Module was introduced to achieve adaptive weighted fusion of features. …”
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Exploring the Effects of Personality Traits on Customer Perceived Value Based on Text Decomposition by Zihan Jiang, Xuhui Zheng, Wei Yu, Junpeng Chen

“…Compared with traditional surveys, NLP-based personality identification from online reviews offers a more efficient approach, enabling personalized recommendations to enhance customer satisfaction in the hotel industry.…”
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Development and validation of a nomogram to predict severe influenza by Mingzhen Zhao, Bo Zhang, Mingjun Yan, Zhiwei Zhao

“…Conclusions A nomogram based on the expression levels of MPO, HP, and duration of illness is an efficient model for the early identification of patients with severe influenza. …”
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Real time wire rope detection method based on Rockchip RK3588 by Mengpeng Qian, Yong Wang, Shaoqing Liu, Zhanghou Xu, Zhenshan Ji, Ming Chen, Hailong Wu, Zuchao Zhang

“…Conventional model training and algorithmic computations rely on server-based systems, requiring significant computational resources. …”
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Mapping Lithology with Hybrid Attention Mechanism–Long Short-Term Memory: A Hybrid Neural Network Approach Using Remote Sensing and Geophysical Data by Michael Appiah-Twum, Wenbo Xu, Emmanuel Daanoba Sunkari

“…Remote sensing provides an efficient roadmap in geological analysis and interpretation. …”
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Toward Sustainable Agriculture: DPA-UNet for Semantic Segmentation of Landscapes Using Remote Sensing Imagery by J. Kavipriya, G. Vadivu

“…While keeping a lower computational load, the proposed model efficiently lowers segmentation mistakes in heterogeneous agricultural areas. …”
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Evaluation of stroke sequelae and rehabilitation effect on brain tumor by neuroimaging technique: A comparative study. by Xueliang Guo, Lin Sun

“…The computational efficiency and the ability to handle long-distance dependencies of the model make it particularly suitable for applications in clinical Settings. …”
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A Multi-Feature Fusion Approach for Road Surface Recognition Leveraging Millimeter-Wave Radar by Zhimin Qiu, Jinju Shao, Dong Guo, Xuehao Yin, Zhipeng Zhai, Zhibing Duan, Yi Xu

“…The experimental outcomes clearly indicate that the proposed method is capable of attaining a road surface type identification accuracy as high as 94.2%. As a result, it furnishes an efficient and cost-efficient road perception solution for intelligent driving systems. …”
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Current Tasks in Identifying Invalid Events in Critical Information Infrastructure by D. A. Evdokimova, A. A. Mikryukov

“…It was shown that the concept of taxonomy and categorization allows for effective identification and classification of information security incidents, ensuring efficient processing and response. …”
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Distributed Estimation for <i>ℓ</i>₀-Constrained Quantile Regression Using Iterative Hard Thresholding by Zhihe Zhao, Heng Lian

“…We propose a communication-efficient distributed estimator which is linearly convergent to the true parameter up to the statistical precision of the model, despite the fact that the check loss minimization problem with an <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><msub><mo mathvariant="sans-serif-italic">ℓ</mo><mn>0</mn></msub></semantics></math></inline-formula> constraint is neither strongly smooth nor convex. …”
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Analysis of Muscle Forces and Their Impact on Femoral Bone Stresses Using Response Surface Methodology (RSM) by Saeed Habibi, Mohammad Nazari Shalkouhi, Mohammad Javad Keyhani Dehnavi, Mahkame Sharbatdar, Aisa Rassoli

“…First, the finite element method (FEM) in Abaqus software was used to model the effects of 10 muscle and joint forces across various regions of the femur. …”
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Handheld Ground-Penetrating Radar Antenna Position Estimation Using Factor Graphs by Paweł Słowak, Tomasz Kraszewski, Piotr Kaniewski

“…The system was modeled under realistic conditions, and both the EKF and various factor-graph algorithms were implemented. …”
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Distributed Knowledge Base System by Kulykovska N. A., Timenko A. V., Ilyashenko M. B., Kirichek G. G.

“…The goal of the work was the models of the distributed knowledge based systems and methods for structuring the system. …”
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Experimental and Numerical Analysis of Friction Effects in the Forming of Thin EN AW 8006-O Aluminum Sheets by Gianluca Parodo, Luca Sorrentino, Sandro Turchetta, Giuseppe Moffa

“…These parameters were then implemented into a finite element model developed in PAM-STAMP. The simulation results were compared with experimental thickness profiles, and showed good agreement when calibrated friction coefficients were used. …”
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Research on Risk Avoidance Path Planning for Unmanned Vehicle Based on Genetic Algorithm and Bezier Curve by Gaoyang Xie, Liqing Fang, Xujun Su, Deqing Guo, Ziyuan Qi, Yanan Li, Jinli Che

“…In the process of autonomous driving, the identification and avoidance of risk points is of great significance for the safe and efficient navigation of unmanned vehicles. …”
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Beam-like damage detection methodology using wavelet damage ratio and additional roving mass by Juliana C. Santos, Marcus V. G. de Morais, Marcela R. Machado, Ramon Silva, Erwin U. L. Palechor, Welington V. Silva

“…Numerical results showed that all proposed techniques are efficient for damage identification in Timoshenko beams with low computational cost and practical application…”
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