Digital twin-centered hybrid data-driven multi-stage deep learning framework for enhanced nuclear reactor power prediction by James Daniell, Kazuma Kobayashi, Ayodeji Alajo, Syed Bahauddin Alam

“…Traditional physics-based models, while valuable, can be computationally intensive and may not fully capture the complexities of real-world reactor behavior. This paper introduces a novel hybrid digital twin-focused multi-stage deep learning framework that addresses these limitations, offering a faster and more robust solution for predicting the final steady-state power of reactor transients. …”
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Separation of infrared and bulk in thermal QCD by The χQCD collaboration and the CLQCD collaboration, Xiao-Lan Meng, Peng Sun, Andrei Alexandru, Ivan Horváth, Keh-Fei Liu, Gen Wang, Yi-Bo Yang

“…Abstract A new thermal regime of QCD, featuring decoupled scale-invariant infrared glue, has been proposed to exist both in pure-glue (N f =0) and “real-world” (N f =2+1 at physical quark masses) QCD. …”
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Cyber Threat Inference Focused on Threat Class Sequence With Threat Class Sequence System by Hyoungjun Kim, Jae-Yeol Kim, Kyung-Ho Lee

“…Experiments were conducted using 12,054,842,738,181 extensive real-world security device events collected by more than 420 companies. …”
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A Two-Step Damage Diagnostic Approach Based on Static Strain Energy and Model-Updating via the Equilibrium Optimizer by Behrouz Safa, Asghar Rasouli, Yahya Nasira

“…It is shown that the method can detect the damaged element successfully, which is indicative of the practicality of the suggested technique in real-world applications.…”
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Dual Modality Reverse Reranking (DM-RR) Based Image Retrieval Framework by Ikhlaq Ahmed, Naima Iltaf, Rabia Latif, Nor Shahida Mohd Jamail, Zafran Khan

“…The proposed framework's enhanced performance has been assessed using the Fashion-200 K and MIT-States real-world benchmark datasets. The proposed system can be used in real-world applications subject to its practical implications, such as generalization to diverse domains, availability of domain specific data, nature of the data and queries, and availability of computational resources.…”
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Optimizing Lightweight Recurrent Networks for Solar Forecasting in TinyML: Modified Metaheuristics and Legal Implications by Gradimirka Popovic , Zaklina Spalevic , Luka Jovanovic , Miodrag Zivkovic , Lazar Stosic , Nebojsa Bacanin 

“…Simulations, along with a rigid comparative analysis with other contemporary metaheuristics, are also conducted on a real-world dataset, with the best models achieving a mean squared error (MSE) of just 0.000935 volts and 0.007011 volts on the two datasets, suggesting viability for real-world usage. …”
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Immune-Boosting and Antiviral Effects of Antioxidants in COVID-19 Pneumonia: A Therapeutic Perspective by Stefano Sanduzzi Zamparelli, Alessandro Sanduzzi Zamparelli, Marialuisa Bocchino

“…By integrating findings from the literature with real-world data from our clinical experience, we gain a more profound understanding of the role of antioxidants in managing COVID-19 pneumonia. …”
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Unveiling unexpected adverse events: post-marketing safety surveillance of gilteritinib and midostaurin from the FDA Adverse Event Reporting database by Tingting Jiang, Yanping Li, Ni Zhang, Lanlan Gan, Hui Su, Guiyuan Xiang, Yuanlin Wu, Yao Liu

“…Background: Gilteritinib and midostaurin are FLT3 inhibitors that have made significant progress in the treatment of acute myeloid leukemia. However, their real-world safety profile in a large sample population is incomplete. …”
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Performance of Quantum Annealing Machine Learning Classification Models on ADMET Datasets by Hadi Salloum, Kamil Sabbagh, Vladislav Savchuk, Ruslan Lukin, Osama Orabi, Marat Isangulov, Manuel Mazzara

“…However, the application of quantum annealing in machine learning remains limited due to the lack of conclusive performance evaluations on real-world datasets. There is still no clear consensus on the efficacy of these models in practical scenarios. …”
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Smart interfaces to assist the operator in the context of industry 4.0 with a 5S human-centric approach by Mario Rojas, Javier Maldonado-Romo, Juana Isabel Mendez, Pedro Ponce, Arturo Molina

“…Future research should focus on customization, AI-driven adaptability, sustainability, real-world scalability, and comprehensive impact assessment to further develop smart interfaces in industrial settings. …”
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Anti-vascular Endothelial Growth Factor Outpatient Treatment Patterns in Patients with Exudative Age-related Macular Degeneration from a Japanese Hospital Claims Database by Tomohiro Iida, Aya Narimatsu, Kenji Adachi, Edward CY Wang

“…**Conclusion:** In a real-world setting in Japan, anti-VEGF PRN injections are administered less frequently than in clinical trials, and with time between monitoring and re-injection visits. …”
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Fractional Brownian Motion for a System of Fuzzy Fractional Stochastic Differential Equation by Kinda Abuasbeh, Ramsha Shafqat

“…These equations can be used to model fuzziness, long-range dependence, and unpredictability in hybrid real-world systems. Under various assumptions regarding the coefficients, we investigate the existence-uniqueness of the solution using an approximation method to the fractional stochastic integral. …”
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Research and Application of IT Indicator Management Oriented User Experience by Wenfeng Lin, Guowen Huang

“…Based on the lot of real world's new requirements of the IT service management, the architecture of user experience oriented IT key performance indicator was analyzed and designed, and an application management effectiveness platform or system was implemented, via the platform, could automatically and effectively monitor and analyze the IT systems.…”
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Welcome to Freshwater Systems, A Domain of TheScientificWorld by Karl E. Havens, Lorraine Maltby, Karl K. Ramesh Reddy

“…This understanding must cross the boundaries of traditional disciplines, reach a wide international audience, and strongly facilitate the linkage between scientific discovery and its real-world application.…”
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Uncertainty, Fear and Action. A Critical Commentary on Patrik Aspers’ Book by Andy Alaszewski

“…I consider the ways such an approach can be applied to a real-world case-study, the COVID-19 pandemic.…”
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Multi-scale analysis of social network based on diffusion wavelets by Guo-wei SHEN, Wu YANG, Wen-ting HUANG, Wei WANG, Li DING, Miao YU

“…A new multi-scale framework based on diffusion wavelets was proposed to analyze the homogeneous relationships,which can be used to conduct multi-scale analysis on structures,contents and user behaviors.The diffusion operator of diffusion wavelet only considers the local similarity in this framework.The experiments on both synthetic and real-world networks show that the proposed algorithm outperforms the typical algorithms in multi-scale analysis without parameters.…”
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An Innovative Approach of N-Soft Quotient Topological Space by G. Kabin Antony, M. Lellis Thivagar, B. Tamilarasan, Mequanint Birhan

“…It will give the foundation for real-world applications in this subject.…”
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Part of the people or apart from the people? by clinton peter verdonschot

“…I will argue that the film's conception of Barbie Land and the Real World, as discrete planes of existence, is itself a symptom of the alienated state of existence that Barbie aims to overcome. …”
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Real life outcome analysis of breast cancer brain metastases treated with Trastuzumab Deruxtecan by Alessandra Fabi, Alessandro Rossi, Roberta Caputo, Simona Pisegna, Simone Scagnoli, Francesco Pantano, Giuliana D’Auria, Palma Fedele, Agnese Fabbri, Claudio Vernieri, Michela Palleschi, Luisa Carbognin, Gianluigi Ferretti, Elena Di Monte, Ida Paris, Francesco Pavese, Ornella Garrone, Antonio Franco, Michelino De Laurentiis, Gianluca Franceschini, Giovanni Scambia, Diana Giannarelli, Riccardo Masetti, Andrea Botticelli

“…Recent results demonstrated high intracranial efficacy with Trastuzumab Deruxtecan (T-DXd). However, a real-world evidence is lacking in literature. We conducted a multicenter, observational, retrospective real-world analysis on 39 cases collected at 12 Italian Oncological Units. …”
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