Graph retrieval augmented large language models for facial phenotype associated rare genetic disease by Jie Song, Zhichuan Xu, Mengqiao He, Jinhua Feng, Bairong Shen

“…To address these challenges, Retrieval-Augmented Generation (RAG) is an effective method, while Knowledge Graphs (KGs) provide more accurate and reliable information. In this paper, we constructed a Facial Phenotype Knowledge Graph (FPKG) including 6143 nodes and 19,282 relations and incorporate RAG to alleviate the hallucination of LLMs and enhance their ability to answer rare genetic disease questions. …”
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Fairness-Aware Computation Offloading for Mobile Edge Computing With Energy Harvesting by Dedi Triyanto, I. Wayan Mustika, Widyawan, Praphan Pavarangkoon

“…Energy harvesting (EH) is built into FACOO to prolong device battery life and to ensure that MEC systems, which have limited resources, are more sustainable. The results show that FACOO greatly improves throughput and fairness while using significantly less energy, especially in settings with numerous nodes dispersed across large areas. …”
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Resource Description Language: A Unified Description Language for Network Embedded Resources by André C. Santos, Luís D. Pedrosa, Martijn Kuipers, Rui M. Rocha

“…As machine-to-machine networks become larger and more pervasive, manual configuration and discovery of resources will become intractable. …”
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SICGNN: structurally informed convolutional graph neural networks for protein classification by YongHyun Lee, Eunchan Kim, Jiwoong Choi, Changhyun Lee

“…However, as GNNs stack more layers to create deeper networks, the embeddings between nodes may become excessively similar, causing an oversmoothing problem that reduces the performance for downstream tasks. …”
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Vibration reliability of steel beams prestressed by drawing by E. V. Kravchuk, I. Yu. Belutskii, V. A. Kravchuk

“…Prestressed structures are more reliable. With rigid supporting nodes, the moments of prestressing forces coincide with the supporting moments and produce hogging with the vector opposite to the external load deflection vector. …”
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The relationship between interpersonal emotional regulation and psychological resilience in nursing undergraduates: a cross-sectional study and network analysis by Panpan Huai, Panyu Liu, Xiaomeng Wang, Yunan Wang, Hui Yang, Meiqin Yan, Jinli Guo

“…Background and purposeNursing students are more likely to have mental health problems due to the influence of many social environment factors, such as busy professional courses, difficult balance of learning and practice and complex and changeable clinical work environment. …”
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Link Availability-Aware Routing Metric Design for Maritime Mobile Ad Hoc Network by Shuaiheng Huai, Tianrui Liu, Yi Jiang, Yanpeng Dai, Feng Xue, Qing Hu

“…In this paper, a mobility model for small unmanned surface vessels based on smooth Gaussian semi-Markovian and a trajectory prediction method for large vessels based on a bi-directional long short-term memory network are proposed to better simulate the nodes’ movement in the M-MANET. Then, a link available based routing metric is proposed for M-MANET scenarios, which incorporates factors of mobility model and vessel trajectory. …”
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Electroporation-induced nerve excitability in human brain model under pulsed electric field tumor ablation by Fei Guo, Weina Zhou, Cong Zou, Li Luo

“…The results show that the EP current reduces the time to peak depolarization by about 49 μs and the peak value by about 442.9 mV for nerve fibers nodes located 0.5 cm under the tumor after applying 100 μs monopolar pulse. …”
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Spatial mapping of innate lymphoid cells in human lymphoid tissues and lymphoma at single-cell resolution by Nathalie Van Acker, François-Xavier Frenois, Pauline Gravelle, Marie Tosolini, Charlotte Syrykh, Camille Laurent, Pierre Brousset

“…In the periphery, ILC2 are more abundant in lymph nodes and tonsils, penetrating lymphoid follicles. …”
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Scalable Distributed Reproduction Numbers of Network Epidemics With Differential Privacy by Bo Chen, Baike She, Calvin Hawkins, Philip E. Pare, Matthew T. Hale

“…Numerical experiments show that while maintaining differential privacy, the private distributed reproduction numbers yield accurate estimates of epidemic spread while also offering more insights than conventional reproduction numbers.…”
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Changes in functional and structural brain connectivity following bilateral hand transplantation by David J. Madden, Jenna L. Merenstein, Todd B. Harshbarger, Linda C. Cendales

“…Postoperatively, the patient's within-module functional connectivity decreased towards the control participants' values, across the 1.5 years postoperatively, particularly for hand-related nodes within the SMN module, suggesting a return to a more canonical functional organization. …”
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Dynamic Deployment of Mobile Roadside Units in Internet of Vehicles by Alaa E. Abdel-Hakim, Wael Deabes, Kheir Eddine Bouazza, Abdel-Rahman Hedar

“…This approach addresses critical challenges in IoV deployment, particularly the limitations of vehicle computing resources and the need for high-bandwidth communication in order for smarter, more sustainable urban mobility solutions. Evaluation results show a a significant reduction in the number of minimum nodes, i.e. mRSUs, required for the IoV coverage by approximately 73%-96% of the original number of candidate nodes. …”
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Trajectory Planning of Autonomous Vehicles to Ensure Target QoS Requirements in 6G Mobile Networks by Inam Ullah, Hesham El Sayed, Alexis A. Dowhuszko, Manzoor Ahmed Khan, Jyri Hamalainen

“…This paper studies the performance gains that is feasible when the trajectory of the Autonomous Vehicle (AV) is selected according to the QoS that the 6G network can provide in different parts of a Manhattan grid layout. More precisely, a graph is constructed in which the nodes are the crossroads and the weight of the edges connecting nodes is proportional to the minimum Spectral Efficiency (SE) across the streets that connect the given intersections. …”
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Chest tuberculosis with mediastinal asymptomatic lymphadenitis without lung involvement in an immunocompetent patient by Pietro Pirina, Valentina Spada, Luigi Santoru, Maria Francesca Polo, Paola Molicotti, Vincenzo Marras, Paolo Cossu Rocca, Sara Canu, Stefania Zanetti, Alessandro Giuseppe Fois

“…Examination of extra-thoracic lymph nodes and the patient’s characteristics guided our diagnostic process to suspect TB. …”
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Pustular reaction in adult-onset immunodeficiency due to anti-interferon-gamma autoantibodies by Narachai Julanon, Pojsakorn Danpanichkul, Charoen Choonhakarn, Suteeraporn Chaowattanapanit, Siriluck Anunnatsiri, Ploenchan Chetchotisakd, Salin Kiratikanon, Rujira Rujiwetpongstorn, Napatra Tovanabutra, Siri Chiewchanvit, Romanee Chaiwarith, Phichayut Phinyo, Phichayut Phinyo, Mati Chuamanochan, Mati Chuamanochan

“…Rapid-growing mycobacteria represented the most frequently identified pathogens, with lymph nodes being the most commonly involved anatomical site. …”
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PyPSA-Spain: An extension of PyPSA-Eur to model the Spanish energy system by Cristobal Gallego-Castillo, Marta Victoria

“…Results show that improved renewable profiles lead to a more balanced deployment of solar and wind. The model also reveals potential transmission bottlenecks that may constrain the optimal use of renewable resources. …”
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A Method for Distributed Pipeline Burst and Leakage Detection in Wireless Sensor Networks Using Transform Analysis by Sidra Rashid, Saad Qaisar, Husnain Saeed, Emad Felemban

“…The technique provides more than 90% accuracy in a number of deployment scenarios for high noise generating long pipeline networks.…”
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Distributed resilient fault-tolerant cooperative automatic generation control and multi-event triggering mechanism co-design for wind energy conversion power system by Zhihong Huo, Chang Xu

“…Meanwhile, with the increasing complexity of wind energy conversion power system, more device nodes compete for limited network communication resources, there are time-delays and packets dropout in data transmission, and these may reduce the efficiency of wind energy conversion. …”
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A novel approach to Fuzzy mixed graph structure with application towards trade relations between countries by Xiaolong Shi, Yongjun Dai, Ali Asghar Talebi, Hossein Rashmanlou, Seyed Hossein Sadati

“…Abstract Many of the phenomena around us are a combination of directed and undirected relationships between different subjects, which will be more complex despite the existence of multiple relationships between objects. …”
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Holistic approach to analysing debates on ecological sustainability over time on X by Javier Gómez Sánchez-Seco, Mary Luz Mouronte-López, Rosa M. Benito

“…Regarding CNET, according to the study performed using adjacency and laplacian embeddings, as well as Chebyshev, Euclidean, Minkowski, and Manhattan distances, pairs of unconnected supernodes appeared to have more similarity in their connection patterns than pairs of connected supernodes, due to the topological structure of CNET which has a large number of peripheral nodes that are not connected to each other, but are connected to nodes with higher centrality. …”
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