MSA-GCN: Exploiting Multi-Scale Temporal Dynamics With Adaptive Graph Convolution for Skeleton-Based Action Recognition by Kowovi Comivi Alowonou, Ji-Hyeong Han

“…On the other hand, the TMST module integrates a Gated Multi-stage Temporal Convolution (GMSTC) with a Temporal Multi-Head Self-Attention (TMHSA) to capture global temporal features and accommodate both long-term and short-term dependencies within action sequences. …”
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GT-SRR: A Structured Method for Social Relation Recognition with GGNN-Based Transformer by Dejiao Huang, Menglei Xia, Ruyi Chang, Xiaohan Kong, Shuai Guo

“…In order to overcome these restrictions, this essay suggests a SRR model that integrates Gated Graph Neural Network (GGNN) and Transformer. …”
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Improving the prediction of streamflow in large watersheds based on seasonal trend decomposition and vectorized deep learning models by Ningchang Kang, Zhaocai Wang, Anbin Zhang, Hang Chen

“…These components are then modeled independently: long short-term memory (LSTM) and convolutional neural networks (CNN) handle trend and seasonal patterns, while gated recurrent units (GRU) and Transformer process residual fluctuations. …”
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Multiscale Convolutional Fusion Network for Efficient Monaural Speech Separation by Rui Yang, Shanliang Pan

“…MSCF first employs dynamic convolution-based downsampling to enhance the multiscale feature representation. Adaptive gating and multiscale convolutions are then utilized to capture complex acoustic patterns. …”
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Enhancing Stock Price Forecasting with CNN-BiGRU-Attention: A Case Study on INDY by Madilyn Louisa, Gumgum Darmawan, Bertho Tantular

“…The method applied a hybrid model combining a Convolutional Neural Network (CNN), Bidirectional Gated Recurrent Unit (BiGRU), and an Attention Mechanism (AM) to address the nonlinear, volatile, and noisy characteristics of stock data. …”
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Relevance of Cellular Homeostasis-Related Gene Expression Signatures in Distinct Molecular Subtypes of Breast Cancer by Sharda P. Singh, Chathurika S. Dhanasekara, Michael W. Melkus, Chhanda Bose, Sonia Y. Khan, Flavia Sardela de Miranda, Maria F. Mahecha, Prrishti J. Gukhool, Sahil S. Tonk, Se-Ran Jun, Sahra Uygun, Rakhshanda Layeequr Rahman

“…This study aimed to identify the gene expression patterns and biomarkers associated with breast cancer risk and progression by integrating transcriptomic and clinical data. …”
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Multi-omics derivation of a core gene signature for predicting therapeutic response and characterizing immune dysregulation in inflammatory bowel disease by Mingming Wang, Liping Liang, Zibo Tang, Jimin Han, Lele Wu, Le Liu, Le Liu, Ye Chen, Ye Chen

“…Nomogram-based risk stratification effectively predicted biologic treatment responses across multiple therapeutic classes using four independent treatment datasets (GSE16879, GSE92415, GSE73661, GSE206285): low-risk patients demonstrated superior response rates to golimumab (63.3%), infliximab (54.8%), and vedolizumab (29% vs. 15% in high-risk group). …”
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Observational study on postoperative JAK inhibitor and corticosteroid therapy following non-cultured epidermal cell suspension transplantation in stable vitiligo patients by Yixuan Zhang, Yingying Xu, Wenjun Cui, Xueli Ding, Yuyang Gu, Xuejun Zhang, Min Li

“…The choice of immunomodulatory strategy may influence repigmentation patterns, especially at different anatomical sites.…”
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Assessment of Emotional Expressions after Full-Face Transplantation by Çağdaş Topçu, Hilmi Uysal, Ömer Özkan, Özlenen Özkan, Övünç Polat, Merve Bedeloğlu, Arzu Akgül, Ela Naz Döğer, Refik Sever, Nur Ebru Barçın, Kadriye Tombak, Ömer Halil Çolak

“…Motor recovery was observed following sensory recovery in all 3 patients; however, the 3 cases had different backgrounds and exhibited different degrees and rates of sensory and motor improvements after transplant. …”
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A Platform for Early Class Dropout Prediction of University Students by Guilherme Antonio Borges, Carolina Filipa Dos Santos Pedro, Julio Cesar Santos Dos Anjos, Andre Rodrigues, Fernando Boavida, Jorge Sa Silva

“…Higher education faces significant challenges, with student dropout rates remaining a critical issue. While much research has focused on course-level dropout, less attention has been given to the early identification of at-risk students within individual courses. …”
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Path to Heritagization in Landscape Architecture: A Review of the Regeneration Design of Beijing Changchunyuan Park by Yufan ZHU

“…This place is a gathering of temples and guild halls and a primary access route to Xuanwu Gate which is the southern gateway to the imperial city. …”
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Identify suitable artificial groundwater recharge zones using hybrid deep learning models by Navaz Khalillollahi, Mohsen Isari, Hamed Faroqi, Kaywan Othman Ahmed, Kamran Nobakht Vakili, Miklas Scholz, Saad Sh. Sammeng

“…This study evaluated four deep learning models for delineating groundwater recharge zones: Artificial Neural Network (ANN), Convolutional Neural Network (CNN), Gated Recurrent Unit (GRU), and hybrid deep learning Convolutional Neural Network-Gated Recurrent Unit (CNN-GRU). …”
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Landfill methane emission: a case study using inversion methods, satellite and CRDS-based observations by Thaís Andrade da Silva, Izabel Da Silva Andrade, Izabel Da Silva Andrade, Elaine Cristina Araújo, Thaís Corrêa, Thaís Corrêa, Alex Carlos Pellegrinetti Mendes, Flávia Noronha Dutra Ribeiro, Maria de Fátima Andrade, Eduardo Landulfo

“…These data were integrated into the AERMOD dispersion model, combined with meteorological data, and estimated methane emission rates, revealing variability of concentrations, where emission rates were 12,974.4 kg/h, 11,284.92 kg/h and 23,472 kg/h, respectively, for 3 days of sampling. …”
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IMMUNOLOGICAL FEATURES OF SEPSIS PHENOTYPES AND ENDOTYPES by Mariia B. Potapova, Vitaly V. Zverev, Maxim A. Babaev, Ekaterina A. Bogdanova, Oksana O. Grin, Irina B. Semenova, Ekaterina A. Meremianina, Oxana A. Svitich

“…Despite new findings in antimicrobial and intensive care therapy, the incidence and mortality rates of sepsis remain high, which underscores the relevance of further investigation of its pathogenesis. …”
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Implementing a multidimensional faculty promotion matrix at Saint George University of Beirut Faculty of Medicine [version 2; peer review: 1 approved, 2 approved with reservations,... by Carmen El Khoury, Alexandre Nehme, George Karam, Ghewa El Achkar, Marc Jreij, Ziad Tannous, Nadime Cortas

“…The results showed no significant differences in promotion rates among various faculty ranks, highlighting the matrix’s fairness and impartiality. …”
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Machine learning derived development and validation of extracellular matrix related signature for predicting prognosis in adolescents and young adults glioma by Pancheng Wu, Yi Zheng, Wei Wu, Beichen Zhang, Yichang Wang, Mingjing Zhou, Ziyi Liu, Zhao Wang, Maode Wang, Jia Wang

“…Abstract The mortality rates have been increasing for glioma in adolescents and young adults (AYAs, aged 15–39 years). …”
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Predicting and Preventing School Dropout with Business Intelligence: Insights from a Systematic Review by Diana-Margarita Córdova-Esparza, Juan Terven, Julio-Alejandro Romero-González, Karen-Edith Córdova-Esparza, Rocio-Edith López-Martínez, Teresa García-Ramírez, Ricardo Chaparro-Sánchez

“…This review emphasizes the need for ongoing research on integrating ethical AI-driven analytics and scaling BI solutions across diverse educational contexts to reduce dropout rates effectively and sustainably.…”
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Single or multiple climate oscillations? Impacts on the Northwestern Pacific seabream fishery by Sandipan Mondal, Sandipan Mondal, Arpita Ghosh, Alakesh Pradhan, Aratrika Ray, Ipsita Biswas, Jinn-Shing Weng, Ming-An Lee, Ming-An Lee, Ming-An Lee

“…Cross-spectrum analysis was utilised to identify predominant periodicities, whereas wavelet coherence analysis investigated temporal coherence and phase correlations between climate indices and catch rates.ResultsThe Pacific Decadal Oscillation (PDO) was identified as the predominant predictor for all species, with explained deviance between 24.6% and 42.3%. …”
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Spice Defense: Resistance, Capsaicin, and Photosynthesis in Diverse Capsicum Genotypes Under Root-Knot Nematode Stress by Kansiree Jindapunnapat, Pornthip Sroisai, Nichaphat Auangaree, Nawarat Pornsopin, Suchila Techawongstien, Tanyarat Tarinta

“…Physiological assessments revealed variable photosynthetic responses, with some genotypes showing increased photosynthetic rates of post-infection, indicating potential compensatory mechanisms. …”
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Development of oculomotor digital biomarkers using clinical examinations as “Ground Truth” by Brittany Trotter, Melissa Hunfalvay, Melissa Hunfalvay, Nicholas P. Murray, Greg C. Mathews, Frederick Robert Carrick, Frederick Robert Carrick, Frederick Robert Carrick, Frederick Robert Carrick

“…A board-certified neurologist with 16 years of experience also conducted an oculomotor examination to mirror eye movement patterns.ResultsData analysis included a series of single-block logistic regressions to examine the scoring of the six eye-tracking tests (RightEye, LLC) to predict clinician-rated eye movement classifications (i.e., normal or abnormal). …”
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