Personalized Federated Learning for Heterogeneous Residential Load Forecasting by Xiaodong Qu, Chengcheng Guan, Gang Xie, Zhiyi Tian, Keshav Sood, Chaoli Sun, Lei Cui

“…We perform simulation experiments on the real-world dataset and the experimental results show that the proposed system can comply with the requirement for accuracy and privacy in real load forecasting scenarios.…”
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A Novel Power Prediction Model Based on the Clustering Modification Method for a Heavy-Duty Gas Turbine by Jing Kong, Wei Yu, Jinwei Chen, Huisheng Zhang

“…This method improves the precision and adaptability of power prediction for gas turbines, providing a practical framework that enhances the reliability of real-world applications and supports the advancement of data-driven energy systems.…”
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DeepEye: Link Prediction in Dynamic Networks Based on Non-negative Matrix Factorization by Nahla Mohamed Ahmed, Ling Chen, Yulong Wang, Bin Li, Yun Li, Wei Liu

“…Empirical results on real-world networks show that the proposed algorithm can achieve higher accuracy prediction results in dynamic networks in comparison to other algorithms.…”
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Remimazolam for procedural sedation in gastrointestinal endoscopy: real-life, single center observational study by Conigliaro Rita, Pigò Flavia, Caiazzo Anna, Grande Giuseppe, Russo Salvatore, Cocca Silvia, Lupo Marinella, Marocchi Margherita, Marsico Maria, Sculli Simone, Bertani Helga

“…The purpose of our study was to verify efficacy and safety of remimazolam for procedural sedation during diagnostic and first level operative endoscopy in a real-world setting. Methods This single centre prospective study evaluated sedation regimen with remimazolam for EGDS and fentanyl and remimazolam for colonoscopy in consecutive ASA 1–3 patients. …”
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Innovations in pharmaceutical policies and learnings for sustainable access to affordable medicines by Sabine Vogler, Nina Zimmermann, Manuel Alexander Haasis, Verena Knoll, Jaime Espin, Aukje K. Mantel-Teeuwisse, Dimitra Panteli, Fatima Suleman, Veronika J. Wirtz, Zaheer-Ud-Din Babar

“…Strand 2 on ‘Strengthening the evidence base’ is the place for presentations and discussions on topics such as health technology assessments, managed entry agreements and real-world data. Strand 3 ‘Futureproofing pharmaceutical policies’ is particularly dedicated to explore innovation in policymaking to achieve sustainable access to affordable medicines.…”
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Transformer-based malware detection using process resource utilization metrics by Dimosthenis Natsos, Andreas L. Symeonidis

“…Our findings demonstrate Transformers' ability to maintain high performance even with smaller datasets, thus excel in real-world scenarios of limited data availability, and scale effectively with larger datasets, offering lower false-positive and false-negative rates. …”
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An open platform for agent-based modeling of spatial economics: conceptual framework and practical application by Bobylev Georgiy

“…The key problems in this area include the low speed of model development and their insufficient connection with real-world processes. This work aims to address these problems related to the development of agent-based models (AB models) of spatial economics. …”
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Understanding the factors that shape vaccination ecosystem resilience: a qualitative assessment of international expert experiences and perspectives by Suepattra May, Meaghan Roach, Melissa Maravic, Rachel Mitrovich, Rozanne Wilson, Nadya Prood, Amanda L Eiden

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Frequency Nadir Constrained Unit Commitment for High Renewable Penetration Island Power Systems by Xuebo Liu, Xin Fang, Ningchao Gao, Haoyu Yuan, Andy Hoke, Hongyu Wu, Jin Tan

“…The constraints are formulated using a linear regression model that takes advantage of real-world, year-long generation scheduling and dynamic simulation data. …”
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Experimental Verification of the Field Robotic System for Pipeline Maintenance by Thanh Phuong Nguyen, Hung Nguyen, Nhat Minh Ngo, Ha Quang Thinh Ngo

“…As a result of these evaluations, both computer-based model and real-world model have been experimented. To guarantee the effectiveness and feasibility of our approach, three levels of validations are presented. …”
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Long-Term Outcome Following Concomitant Surgical Ablation for Atrial Fibrillation at University Hospital Basel: A Retrospective Study by Elodie Hersperger, Nicolas Schaerli, Brigitta Gahl, Oliver Reuthebuch, Friedrich S. Eckstein, Bernhard Winkler, Martin T. R. Grapow

“…<i>Conclusions</i>: These real-world data demonstrate the high success rate of concomitant surgical ablation for atrial fibrillation. …”
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Privacy-Preserving Continual Federated Clustering via Adaptive Resonance Theory by Naoki Masuyama, Yusuke Nojima, Yuichiro Toda, Chu Kiong Loo, Hisao Ishibuchi, Naoyuki Kubota

“…Experimental results with synthetic and real-world datasets show that the proposed algorithm has superior clustering performance to state-of-the-art federated clustering algorithms while realizing data privacy protection and continual learning ability. …”
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A reliable supply chain network design for perishable crops with disruption risk consideration (case study: tomato supply chain) by Fateme Letafat, Mohammad Reza Gholamian, Mahsa Arabi

“…Moreover, considering the disruptions and protection of products brings us closer to real-world conditions and reduces the amount of waste and related adverse environmental effects.Originality/Value: Agriculture is one of the most important and influential sectors in the economy of any country, it plays a vital role in its political and economic independence. …”
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Investigating the Performance of Epoxy Concentrations in the Self-Healing of Concrete. by Manzi, Evans Evalist

“…The experimental setup aimed to simulate real-world scenarios where concrete structures may be exposed to external stresses leading to cracks. …”
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Real-life study on the effectiveness and safety of sofosbuvir/velpatasvir-based antiviral agents for hepatitis C eradication in Chinese patients by Jiayi Wang, Lingyao Du, Dongmei Zhang, Chen Zhou, Yilan Zeng, Miao Liu, Xing Cheng, Xiaona Song, Han Chen, Ning Han, Enqiang Chen, Hong Tang

“…Methods: In this real-world prospective observational study, we recruited patients from the West China Hospital and Public Health Clinical Center of Chengdu in China. …”
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LungDiag: Empowering artificial intelligence for respiratory diseases diagnosis based on electronic health records, a multicenter study by Hengrui Liang, Tao Yang, Zihao Liu, Wenhua Jian, Yilong Chen, Bingliang Li, Zeping Yan, Weiqiang Xu, Luming Chen, Yifan Qi, Zhiwei Wang, Yajing Liao, Peixuan Lin, Jiameng Li, Wei Wang, Li Li, Meijia Wang, YunHui Zhang, Lizong Deng, Taijiao Jiang, Jianxing He

“…Additionally, prospective real‐world validation was conducted using 1142 EHRs from three external centers. …”
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Construction of the cancer patients’ database based on the US National Health and Nutrition Examination Survey (NHANES) datasets for cancer epidemiology research by Jinyoung Moon, Yongseok Mun

“…Methods To illustrate the practical application of this methodology to a real-world problem, the authors extracted the R codes applied in an academic paper published in another journal on January 30th, 2024 ( https://doi.org/10.1016/j.heliyon.2024.e24337 ). …”
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Empirical research on the evolution trend of heat and sentiment for emergencies by Shihong Wu, Wei Yu, Yanxia Zhao, Hongyan Li, Jiatong Wang, Weiyan Yang, Yue Lin

“…By segmenting information topics and analysing emotional shifts, we can identify corresponding real-world events and their impacts, thereby providing guidance for timely responses to emergencies. …”
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GFA-Net: Geometry-Focused Attention Network for Six Degrees of Freedom Object Pose Estimation by Shuai Lin, Junhui Yu, Peng Su, Weitao Xue, Yang Qin, Lina Fu, Jing Wen, Hong Huang

“…While estimating pose from a single RGB image is highly desirable for real-world applications, it presents significant challenges. …”
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Effectiveness, Safety, and Costs of Thromboprophylaxis with Enoxaparin or Unfractionated Heparin Among Medical Inpatients With Chronic Obstructive Pulmonary Disease or Heart Failur... by Alpesh N. Amin, Alex Kartashov, Wilson Ngai, Kevin Steele, Ning Rosenthal

“…**Conclusions:** This study suggests that thromboprophylaxis with enoxaparin is associated with better outcomes and lower costs among medical inpatients with COPD or HF based on real-world evidence. Our findings underscore the importance of assessing clinical outcomes and side effects when evaluating cost-effectiveness.…”
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