Using Graph-Based Maximum Independent Sets with Large Language Models for Extractive Text Summarization by Cengiz Hark

“…The proposed framework enables more informative and concise summaries by embedding structural relationships into LLM-driven semantic representations, while reducing computational costs. In this study, we explore whether integrating MIS-based graph filtering with LLMs significantly enhances both the accuracy and efficiency of extractive text summarization.…”
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METHOD OF LOAD BALANCING FOR COMPUTER CLUSTER OF DATA PROCESSING CENTER by N. Yu. Bratchenko, V. P. Mochalov, I. S. Palkanov

“…The developed method is able to provide a solution to the problem of efficient planning and distribution of tasks in a data center computing cluster in order to optimize the use of resources, speed up task execution time and reduce application processing costs.…”
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Machine learning opportunities to predict obstetric haemorrhages by Yu. S. Boldina, A. A. Ivshin

“…Early preventive measures based on the OH prediction allow to profoundly reduce the rate of female mortality and morbidity as well as prevent the economic costs of patient intensive care, blood transfusion, surgical treatment and long-term hospitalization. …”
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Uncorking success: exploring the productivity of Italian wine farms by Elena Perucchini, Chiara Mazzocchi, Stefano Corsi

“…Despite these achievements, the sector faces challenges such as rising production costs, climate change, and a need for enhanced sustainability, particularly affecting small and medium-sized enterprises . …”
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An Optimized Strategy Coverage Control Algorithm for WSN by Zeyu Sun, Weiguo Wu, Huanzhao Wang, Heng Chen, Wei Wei

“…Also, OSCC helps greatly reduce network energy consuming, minimize network resources layout costs, and enhance network life cycle, simultaneously.…”
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The Contributions of Institutional Ethnography to Addressing Mental Health as a Public Health Crisis by Katerina Melino, Joanne Olson, Jude Spiers, Janet Rankin, Carla Hilario

“…Mental illness represents a substantial global public health crisis, marked by high prevalence, significant economic costs, and profound impacts on individuals’ lives. …”
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Effects of track and rolling stock interaction on track condition and maintenance by Oleg A. Suslov

“…This approach would improve track design and maintenance based on the operational characteristics of specific lines for safer traffic and more efficient track maintenance and repair costs.…”
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Multi-Attribute Collaborative Optimization for Multimodal Transportation Based on User Preferences by Youpeng Lu, Gang Gao

“…Firstly, a four-dimensional optimization model is established with the objectives of minimizing transportation costs, transportation time, carbon emissions, and transportation risks. …”
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Real-World Persistence with Ocrelizumab in Multiple Sclerosis: a Systematic Review by John L. Petrie, Charlie A. Smith, Donna Fountain, Gerardo Machnicki

“…These findings have clinical relevance, as other studies have reported improved clinical outcomes and lower care costs for patients that are persistent or adherent to other DMTs.…”
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The digital interactive design of mirror painting under transformer based intelligent rendering methods by Chenye Zhang

“…Existing methods such as StyleSwin, Style-Aware Network (SANet), and Stable Diffusion exhibit weak structural consistency, severe style drift, or high computational costs, making it difficult to simultaneously balance speed and image quality. …”
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Point-of-Care Diagnostic Testing for Emerging and Existing Poultry Viral Respiratory Pathogens Using Loop-Mediated Isothermal Amplification by Ben Enyetornye, Aurelle Yondo, Binu T. Velayudhan

“…Molecular diagnostic methods, including PCR-based techniques, have been developed and used to fill this gap, but unfortunately, these techniques require skilled technicians, relatively costly equipment and reagents and can only be performed in a laboratory setting. …”
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Outpatient Surgery Trend in Modern Healthcare by O. I. Nechaev

“…Outpatient surgery centers face several challenges like increasing costs, attracting and retaining of qualified staff. …”
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The test method of a new alkali-silica reaction prevention technology by Ong Frank, Farleman Bailey, Seiler Paul

“…The occurrence of ASR results in significant maintenance and reconstruction costs to concrete infrastructures all over the world. …”
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Surface Energy in the Processes of Disintegration of Solids by V. T. Fedorov, M. N. Kokoev

“…The new technology makes it possible to obtain high-purity, non-oxidized metal powders without toxic waste and emissions and with energy costs lower than in all known methods.…”
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Testing the limits of short-reads metagenomic classifications programs in wastewater treating microbial communities by Leandro Di Gloria, Lorenzo Casbarra, Tommaso Lotti, Matteo Ramazzotti

“…Gaining a deeper understanding of the microbial communities underpinning these technologies would enable their optimization, ultimately reducing costs and increasing efficiency. To support this research, we quantitatively compared classification methods differing in read length (raw reads, contigs and MAGs), overall search approach (Kaiju, Kraken2, RiboFrame and kMetaShot), as well as source databases to assess the classification performances at both the genus and species levels using an in silico-generated mock community designed to provide a simplified yet comprehensive representation of the complex microbial ecosystems found in AS and AGS. …”
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Quantitative and qualitative responses of Catharanthus roseus to salinity and biofertilizer by Antônia L. R. Neves, Claudivan F. de Lacerda, Adriana C. de Oliveira, Carlos H. C. Sousa, Francisco I. F. Oliveira, Maria da S. de S. Ribeiro

“…Therefore, the liquid bovine biofertilizer can be applied all at once, reducing costs.…”
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Healthcare utilization among Japanese older adults during later stage of prolonged pandemic by Rong Fu, Sizhe Liu, Masato Oikawa, Haruko Noguchi, Akira Kawamura

“…Despite fluctuations in visit frequency, healthcare costs remain stable, indicating consistent service intensity. …”
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Key factors for electric vehicle business in Indonesia: Challenges, opportunities and sustainability by Anggi Febrianto, Mokh. Suef, Muhammad Saiful Hakim, Debbie Kemala Sari

“…Despite their growing adoption, the development of the EV market faces several challenges, including insufficient charging infrastructure and high initial costs, which continue to impede the growth of electric vehicle businesses. …”
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Development of a Numerical Prediction Method for the Strain Energy Density of Welded Joints Using Structural Stresses Derived from Nodal Forces by Simone Lucertini, Giulia Morettini, Filippo Cianetti

“…This activity demonstrates a strong correlation between the numerical values obtained from the proposed innovative approach and the results from predictions made using a standard energy-based approach, with significantly lower computational and setup costs. Data processing and calculations are performed using the open-source software Python 3.10 (Software Foundation, Wilmington, DE, USA) to demonstrate the applicability of this method as a quick and ready-to-use “post-process” tool for industrial applications.…”
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Implementation of the Rahn Agreement at Bank Jatim Syariah Sampang by Fahrur Rosi, Matnin Matnin, Semi Semi, Rosi Rosi

“…Yet the maintenance and storage costs for marhun do not follow the provisions of paragraph 4 of the DSN-MUI fatwa Number 25/DSNMUI/III/2002. …”
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