Full-scale performances of the slab track subgrade filled with basalt fiber-reinforced foamed concrete by Zhichao Huang, Qian Su, Wenhui Zhao, Zongyu Zhang, Junjie Huang, Sakdirat Kaewunruen

“…The outcomes are currently under consideration for inclusion in the code of practice for high-speed rail restoration.…”
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Pharmacophore-Aware Dual-View Learning With Bidirectional Cross-Attention for Drug-Drug Interaction Prediction by Wenxiao Zhang, Seong Yoon Shin, Hailiang Tang

“…Specifically, we first extract pharmacophore fragments as key substructures, and independently encode their 2D and 3D spatial information using specialized graph-and geometry-based encoders. To effectively combine the complementary views, we introduce a bidirectional cross-attention fusion module that dynamically aligns and integrates 2D and 3D pharmacophore representations. …”
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Suboptimal industry adherence to the design specifications of the mandatory pregnancy warning label by Asad Yusoff, Bella Sträuli, Alexandra Jones, Paula O’Brien, Jacquie Bowden, Michelle Jongenelis, Aimee Brownbill, Tim Stockwell, Simone Pettigrew

“…Implications for Public Health: For the effectiveness of the mandatory pregnancy warning label to be optimised, it must be displayed as per specifications. …”
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A Hybrid Evolutionary Fuzzy Ensemble Approach for Accurate Software Defect Prediction by Raghunath Dey, Jayashree Piri, Biswaranjan Acharya, Pragyan Paramita Das, Vassilis C. Gerogiannis, Andreas Kanavos

“…Machine learning techniques are widely used, but high-dimensional datasets often degrade classification accuracy due to irrelevant features. To address this, effective feature selection is essential but remains an NP-hard challenge best tackled with heuristic algorithms. …”
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YOLO-OD: Obstacle Detection for Visually Impaired Navigation Assistance by Wei Wang, Bin Jing, Xiaoru Yu, Yan Sun, Liping Yang, Chunliang Wang

“…The code for YOLO-OD has been made publicly available to ensure reproducibility and facilitate further research.…”
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Pose estimation and tracking dataset for multi-animal behavior analysis on the China Space Station by Shengyang Li, Kang Liu, Han Wang, Rong Yang, Xuzhi Li, Yeqing Sun, Runtao Zhong, Wei Wang, Yan Li, Yuanjie Sun, Gaohong Wang

“…Additionally, this paper provides evaluation code for deep learning models, establishing benchmarks to guide future research. …”
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One-shot generative distribution matching for augmented RF-based UAV identification by Amir Kazemi, Salar Basiri, Volodymyr Kindratenko, Srinivasa Salapaka

“…The paper provides a theoretical guarantee for the effectiveness of one-shot generative models in augmenting limited data, setting a precedent for their application in limited RF environments. …”
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KDANet: a farmland extraction network using band selection and dual attention fusion – a case study of paddy fields and irrigated land in Qingtongxia, China by Jianping Pan, Chen Qi, Huijuan Zhang, Yong Hu, Zhaohui Ren, Zong He, Xunxun Wang, Yimeng Li, Yan Wang, Juan Xie

“…This method provides robust support for intelligent farmland monitoring and food security. Code is released at https://github.com/Chen-Qi-005/KDANet.…”
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BSDA: Bayesian Random Semantic Data Augmentation for Medical Image Classification by Yaoyao Zhu, Xiuding Cai, Xueyao Wang, Xiaoqing Chen, Zhongliang Fu, Yu Yao

“…Deep learning models are highly effective at linearizing features, enabling the alteration of feature semantics through the shifting of latent space representations—an approach known as semantic data augmentation (SDA). …”
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The DRAGON benchmark for clinical NLP by Joeran S. Bosma, Koen Dercksen, Luc Builtjes, Romain André, Christian Roest, Stefan J. Fransen, Constant R. Noordman, Mar Navarro-Padilla, Judith Lefkes, Natália Alves, Max J. J. de Grauw, Leander van Eekelen, Joey M. A. Spronck, Megan Schuurmans, Bram de Wilde, Ward Hendrix, Witali Aswolinskiy, Anindo Saha, Jasper J. Twilt, Daan Geijs, Jeroen Veltman, Derya Yakar, Maarten de Rooij, Francesco Ciompi, Alessa Hering, Jeroen Geerdink, Henkjan Huisman, On behalf of the DRAGON consortium

“…It facilitates automated, large-scale, cost-effective data annotation. Foundational LLMs were pretrained using four million clinical reports from a sixth Dutch care center. …”
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Self-authenticating genomic materials in Escherichia coli via advanced genome signatures by Zhaoguan Wang, Jingsong Cui, Qian Liu, Jiawei Li, Chi Guo, Yiyang Liu, Changyue Jiang, Hui Xue, Jiaojiao Li, Yonggang Ke, Hao Qi

“…The Genome Signature effectively encodes data within codon orders, and autonomously identifies and corrects mutations in our computing test, ensuring genome integrity and authenticity. …”
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Interpretative TRANSP analysis of JET baseline scenario: performance dependence on plasma kinetic profiles by J. Lombardo, F. Auriemma, V.K. Zotta, L. Garzotti, G. Pucella, M. Baruzzo, D. Frigione, Z. Ghani, D. Keeling, P. Lomas, S. Menmuir, F.G. Rimini, D. Van Eester, JET Contributors, the EUROfusion Tokamak Exploitation Team

“…The study demonstrates that a comprehensive modelling approach, integrating impurity effects and main ion composition, is essential to accurately reproduce the experimental neutron yield. …”
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Seismic survey in an urban area: the activities of the EMERSITO INGV emergency group in Ancona (Italy) following the 2022 <i>M</i>_w 5.5 Costa Marchigiana–Pesarese earthq... by D. Famiani, F. Cara, G. Di Giulio, G. Cultrera, F. Pacor, S. Lovati, G. Riccio, M. Vassallo, G. Brunelli, A. Costanzo, A. Bobbio, M. Pischiutta, R. Puglia, M. Massa, R. Cogliano, S. Hailemikael, A. Mercuri, G. Milana, L. Minarelli, A. Di Filippo, L. Nardone, S. Marzorati, C. Ladina, D. Pantaleo, C. Calamita, M. G. Ciaccio, A. Fodarella, S. Pucillo, G. Mele, C. Bottari, G. De Luca, L. Falco, A. Memmolo, G. Sgattoni, G. Tarabusi

“…<p>This paper illustrates the activities of EMERSITO, an emergency task force of the Istituto Nazionale di Geofisica e Vulcanologia (INGV, Italy) devoted to site effects and microzonation studies during the seismic sequence that occurred close to the Adriatic coast in central Italy starting from 9 November 2022, following the <span class="inline-formula"><i>M</i>_w</span> 5.5 mainshock localized in the sea. …”
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Detonation product analysis and the paradoxical performance mechanism of TKX-50: High detonation velocity with low metal acceleration by Kaiyuan Tan, Yaqi Zhao, Qin Liu, Lixiao Hao, Yushi Wen, Chunliang Ji, Sha Yang, Haoxu Wang, Luchuan Jia, Jiahui Liu, Zhuoping Duan, Yong Han, Fenglei Huang

“…VLW code calculations unveiled a ''crossover'' in Hugoniot curves, lending support to this mechanism. …”
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Land acquisition for industrial development and its repercussions on the peace of the local farming communities in Lume District, Oromia, Ethiopia by Fikadu Belda, Gutema Imana, Abebe Lemessa, Zerihun Doda

“…Qualitative data were then coded, thematized, and analyzed using a thematic analysis approach. …”
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New Therapeutic Options for Fusariosis: A Patent Review (2008–2023) by Izadora Dillis Faccin, Túlio Máximo Salomé, Gleyce Hellen de Almeida de Souza, Leonardo da Costa Xavier, Izabel Almeida Alves, Vanessa Castro Felix Lima, Fabíola Lucini, Simone Simionatto, Luana Rossato

“…This research highlights the urgent need for continued innovation in therapeutic technologies to effectively treat <i>Fusarium</i> wilt.…”
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Desktop Software for Patch-Clamp Raw Binary Data Conversion and Preprocessing by Ning Zhang, Yutao Tian, Lei Zhang, Zhuo Yang, Tao Zhang, Jishou Ruan

“…In this study, we present desktop software, called PCDReader, which could be an effective and convenient solution for patch clamp data preprocessing for daily laboratory use. …”
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Umbrella-Review, Evaluation, Analysis and Communication Hub (U-REACH): a novel living umbrella review knowledge translation approach by Marco Solmi, David Moher, Samuele Cortese, Corentin J Gosling, Richard Delorme, Joaquim Radua

“…However, it is common for the results of multiple reviews on the same topic to be inconsistent, and it is widely recognised that the results of the reviews are not always effectively communicated to healthcare professionals and the lay public. …”
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Evolutionary-Driven Convolutional Deep Belief Network for the Classification of Macular Edema in Retinal Fundus Images by Rafael A. García-Ramírez, Ivan Cruz-Aceves, Arturo Hernández-Aguirre, Gloria P. Trujillo-Sánchez, Martha A. Hernandez-González

“…These results indicate that the architecture effectively overcomes the challenges of lesion classification in retinal images, offering a robust tool for clinical application and paving the way for advanced clinical decision support systems in diabetic retinopathy management.…”
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A Minireview on BET Inhibitors: Beyond Bromodomain Targeting by Mikhail S. Iudin, Yuri M. Khodarovich, Anna M. Varizhuk, Vladimir B. Tsvetkov, Vyacheslav V. Severov

“…Bromodomain and extra-terminal domain (BET) proteins are epigenetic readers that recognize the histone acetylation code and play a critical role in regulating gene transcription. …”
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