Decentralized EEG-based detection of major depressive disorder via transformer architectures and split learning by Muhammad Umair, Jawad Ahmad, Nada Alasbali, Oumaima Saidani, Muhammad Hanif, Aizaz Ahmad Khattak, Muhammad Shahbaz Khan

“…Proposed framework keeps data on local nodes and only exchanges intermediate representations. …”
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Exploring Genetic Diversity for Yield and Yield Attributing Traits in Pea (Pisum sativum L.) through D² and Principal Component Analysis by Kumar Jai Anand, S. K. Singh, Teena Patel, Sachin Prakash Nagre, Vijay Kumar Katara

“…Principal Component Analysis demonstrated that five principal components (PCs) exhibited more than 1.00 Eigen value, accounting for approximately 80.62% variability among the traits studied. …”
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Risk factors for lower limb lymphedema after gynecological cancer treatment: a systematic review by Tina Decorte, Marie Cerckel, George Bou Kheir, Chris Monten, Katrien Vandecasteele, Luc Vanden Bossche, Nele S. Pauwels, Caren Randon

“…IntroductionAs treatments in gynecological cancer improve, the number of cancer survivors increases, with more patients facing long-term side effects of their treatment. …”
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Aspect-Based Sentiment Analysis Through Graph Convolutional Networks and Joint Task Learning by Hongyu Han, Shengjie Wang, Baojun Qiao, Lanxue Dang, Xiaomei Zou, Hui Xue, Yingqi Wang

“…Next, GCN models the graph structure of the input data, capturing the relationships between nodes and global structural information, fully integrating global contextual semantic information, and generating deep-level contextual feature representations. …”
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Potential Targets and Signaling Mechanisms of Cinnamaldehyde Enhancing Intestinal Function and Nutritional Regulation in Fat Greenling (Hexagrammos otakii) by Yixin Gu, Yu Zhan, Yafeng Guo, Wenyuan Hua, Xin Qi, Zhizhi Gu, Shengnan Cao, Yan Chen, Zhuang Xue, Wei Wang

“…In addition, the protein–protein interaction analysis assisted in obtaining the closely related inflammatory regulatory proteins, including the C5a anaphylatoxin chemotactic receptor 1 (C5aR1), transcription factor p65 (RELA), prostaglandin G/H synthase 2 (PTGS2), and toll-like receptor 4 (TLR4), which were confirmed as the bottleneck nodes of the network to be more deeply verified via the molecular docking. …”
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Integrating antigen capturing nanoparticles and type 1 conventional dendritic cell therapy for in situ cancer immunization by Chih-Jia Chao, Endong Zhang, Duong N. Trinh, Edidiong Udofa, Hanchen Lin, Caylee Silvers, Jiawei Huo, Shan He, Jingtian Zheng, Xiaoying Cai, Qing Bao, Luyu Zhang, Philana Phan, Sara M. Elgendy, Xiangqian Shi, Joanna E. Burdette, Steve Seung-Young Lee, Yu Gao, Peng Zhang, Zongmin Zhao

“…AC-NPs are engineered to capture antigens directly from the tumor and facilitate their delivery to adoptively transferred migratory cDC1s, enhancing antigen presentation to the lymph nodes and reshaping the tumor microenvironment. Our findings suggest that ACT-DC improves in situ antigen collection, triggers a robust systemic immune response without the need for exogenous antigens, and transforms the tumor environment into a more “immune-hot” state. …”
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Female Urethral Adenocarcinoma Posing a Diagnostic Challenge by Omar Darboe, Bartholomeo Nicholaus Ngowi, Gideon Mwasakyalo, Christine Mwakio, Rosemary Wangari Kamau, Adan S. Bashir, Waithera David, Paul Juma Irungu

“…ABSTRACT Generally, urethral malignancies are uncommon urological tumors that are more frequent in women than in men. The etiology of female urethral adenocarcinoma is yet unknown. …”
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DEVELOPMENT AND STUDY OF THE OPERATION OF THE MODULE FOR DETERMINING THE ORIENTATION OF THE MANIPULATOR JOINT by Igor Nevlyudov, Sergiy Novoselov, Oksana Sychova

“…In the field of mechatronic systems, manipulators are often used for automated assembly of products, welding, painting parts and more. An important task is to optimize the travel time along a given trajectory of the manipulator. …”
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Effect of cassava (Manihot esculenta Crantz) varieties on leaf bud sprouting for rapid multiplication of planting materials by Ngakwi Masai Meibuko, Hosea Dunstan Mtui, Anna Baltazari

“…Results showed that variety had significant effects (p < 0.001) on number of nodes, percent sprouting, number of sprouts, and days to 50% sprouting, and a significant difference (p < 0.01) on percent survival rates and days to first sprouting. …”
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Clinicopathological features of colon cancer depending on the dMMR status of the tumor by S. S. Naumov, N. V. Krakhmal, M. N. Tarasov, M. I. Taranenko, E. V. Udut, Yu. V. Kolobovnikova, S. V. Vtorushin

“…This sign was associated with damage to regional lymph nodes (p = 0.0017). A more detailed analysis of the tumor budding phenomenon showed that in dMMR tumors, Bd1 low-grade budding (83%) predominated. …”
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Soft actor-critic algorithm and improved GNN model in secure access control of disaggregated optical networks by Zhenqian Zhao, Yuhe Wang

“…Key findings include: (1) Threat Detection: GESAC achieves an F1-score of 0.915–0.931 in identifying physical-layer attacks such as wavelength eavesdropping and cross-domain privilege escalation, with a false positive rate as low as 0.7%. (2) Resource Optimization: Compared to greedy strategies, GESAC improves wavelength utilization variance by up to 58.9% and reduces end-to-end latency standard deviation by up to 57.7% under high-load conditions. (3) Policy Robustness: In scenarios involving topological mutations, the model increases Pareto frontier coverage by over 100% and reduces policy entropy decay rate by more than 65%, indicating strong robustness. (4) Scalability: At a scale of 100,000 network nodes, GESAC achieves a single-step decision latency of just 25.6µs and significantly reduces communication overhead, demonstrating excellent scalability. …”
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Variable-frequency ultrasound synergistic hot air drying of Cherry: Effect on drying characteristics and physicochemical quality by Hongyang Lu, Fangxin Wan, Zepeng Zang, Yanrui Xu, Kaikai Zhang, Wenli Ma, Xiaopeng Huang, Guojun Ma

“…This study selected (180 min, 300 min and 60 min, 180 min) as the frequency conversion time nodes and set two modes of sequential frequency conversion (25-28-40 kHz) and reverse frequency conversion (40-28-25 kHz). …”
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First-line chemotherapy for head and neck squamous cell carcinoma. Optimal strategy by L. V. Bolotina, A. L. Kornietskaya, A. D. Kaprin, Е. Yu. Karpenko

“…After a six-week course, we observed tumor resorption by more than 50 %, which allowed the second stage of treatment that included radical chemoradiotherapy with cetuximab. …”
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A collaborative immunohistochemical study of Drp1 and cortactin in the epithelial dysplasia and oral squamous cell carcinoma by Marina Nader, Samar Soliman, Shaimaa M. Yussif, Azza Abbas El-Sissi

“…Abstract Objectives Oral squamous cell carcinoma (OSCC) accounts for more than 90% of oral malignancies. The poorly understood molecular and cellular mechanisms underlying the pathogenesis of OSCC remain a subject of paramount importance. …”
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Exploring and Predicting HIV Preexposure Prophylaxis Adherence Patterns Among Men Who Have Sex With Men: Randomized Controlled Longitudinal Study of an mHealth Intervention in West... by Bing Lin, Jiayan Li, Jiaxiu Liu, Wei He, Haiying Pan, Xiaoni Zhong

“…ObjectiveOur study aimed to explore and predict the patterns of change in PrEP adherence among men who have sex with men (MSM) and evaluate the impact of the WeChat-based reminder intervention on adherence, thus providing more information for PrEP implementation strategies. …”
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Nuclear medicine in prostate cancer: A new era for radiotracers by Vincenzo Cuccurullo, Giuseppe Di Stasio, Luigi Mansi

“…With respect to PET radiotracers, being ancillary the usefulness of F-18 fluoro-deoxyglucose and not yet demonstrated the cost-effectiveness of F-18 Fluoride respect to BS, the main role is now played by choline derivatives, in particular by 11C-choline and 18F-fluorocholine. More recently, a greater interest for both diagnostic and therapeutic purposes has been associated with radiotracers directed to prostate-specific membrane antigen (PSMA), a transmembrane protein expressed on the cell surface, which showed high selective expression in PCa, metastatic lymph nodes and bone metastases. …”
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Optical coherence tomography in preclinical diagnosis of optic nerve disk changes after chemotherapy in children with retinoblastoma by S. V. Saakyan, E. B. Myakoshina, V. G. Polyakov, T. L. Ushakova, D. M. Ismailova

“…Of these, 58 affected eyes before treatment belonged to groups А (3), В (16), С (33), D (3), and Е (3). All tumor nodes were located on the fundus outside the optic disk. …”
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Peculiarities of Modeling a Specialized Computing System by G. A. Zvonareva, D. S. Buzunov

“…Three prioritization algorithms were considered: without using priorities as a standard; priority queue; Weighted Round Robin as a more complex algorithm.Data on the processing time of various types of requests were obtained experimentally using the Wireshark network traffic analysis tool. …”
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Comparison of the growth, fruit quality and physiological characteristics of cucumber fertigated by three different nutrient solutions in soil culture and soilless culture systems by Hamid Reza Roosta, Hossein Sharifi Azad, Seyed Hossein Mirdehghan

“…Hoagland nutrient solution had a more significant effect on increasing these parameters than other nutrient solutions. …”
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BASIL DB: bioactive semantic integration and linking database by David Jackson, Paul Groth, Hazar Harmouch

“…This study provides a structured resource for exploring the relationships among bioactives, foods, and health outcomes, representing a step toward a more systematic and data-driven approach to understanding the health effects of bioactive compounds. …”
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