A data envelopment analysis model for optimizing transfer time of ischemic stroke patients under endovascular thrombectomy by Mirpouya Mirmozaffari, Noreen Kamal

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Large language models for PHM: a review of optimization techniques and applications by Tingyi Yu, Junya Tang, Qingyun Yu, Li Li, Ying Liu, Raul Poler

“…This review provides a timely resource for researchers, engineers, and decision-makers navigating the transformative potential of language models in industry 4.0 environments.…”
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Cost efficiency of inpatient rehabilitation following acquired brain injury: the first international adaptation of the UK approach by Ian D Cameron, Julie Ratcliffe, Ian Cameron, Belinda Gabbe, Rachel Milte, Ciara Ryan, Karen Roberts, Zhibin Chen, Russell Gruen, Laura Jolliffe, Natasha A Lannin, Peter Hunter, Maria Crotty, Lynne Turner-Stokes, Lisa Cameron, David Attwood, Anne Holland, Jacqui Morarty, Lynne Turner Stokes, Christine Latimer, Dina Watterson, John Rabling, Melanie Reed, Mithu Palit, Troy Huggins, Verna Smith, Elizabeth O’Shannessy, Rebecca Nicks, Alison Gehrig, Katelyn Moloney, Sophie O’Keefe, Megan Coulter, Margaret Inches, Erin Gee, Sue McLellan

“…Objectives To adapt and apply a model for evaluating the functional benefits and cost efficiency of specialist inpatient rehabilitation to the Australian context, comparing functional outcomes and savings in the cost of ongoing care after acquired brain injury.Design An observational cohort analysis of prospectively collected clinical data from admission to discharge, with follow-up to 3 years.Setting A newly established state-wide inpatient postacute rehabilitation unit in Victoria, Australia for patients with moderate to severe acquired brain injury.Participants This study included consecutive patients admitted to the programme during its first 2 years’ operation (January 2016 to December 2017). …”
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Fedrtid: an efficient shuffle federated learning via random participation and adaptive time constraint by Qiantao Yang, Xuehui Du, Xiangyu Wu, Wenjuan Wang, Aodi Liu, Shihao Wang

“…First, in model training, the participating clients have the right to decide on random participation in training locally and independently, to alleviate the user’s resource constraints and reduce the time of user interaction to train the model, while adding differential noise to the shared model parameters to ensure model security. …”
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Fast and Efficient Lunar Finite Element Gravity Model by Giaky Nguyen, Ahmad Bani Younes, Ahmed Atallah

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An Efficient Quality-Related Fault Diagnosis Method for Real-Time Multimode Industrial Process by Kaixiang Peng, Bingzheng Wang, Jie Dong

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Time Series Analysis of Solar Power Generation Based on Machine Learning for Efficient Monitoring by Umer Farooq, Muhammad Faheem Mushtaq, Zahid Ullah, Muhammad Talha Ejaz, Urooj Akram, Sheraz Aslam

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Fractional-Order System Identification: Efficient Reduced-Order Modeling with Particle Swarm Optimization and AI-Based Algorithms for Edge Computing Applications by Ignacio Fidalgo Astorquia, Nerea Gómez-Larrakoetxea, Juan J. Gude, Iker Pastor

“…Fractional-order systems capture complex dynamic behaviors more accurately than integer-order models, yet their real-time identification remains challenging, particularly in resource-constrained environments. …”
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Modeling Road Network Vulnerability for Evacuees and First Responders in No-Notice Evacuation by Xiang Chen, Qiang Li

“…First, a no-notice evacuation leaves limited time for proactive emergency planning; therefore, rescue strategies in this scenario rely heavily on real-time traffic information. …”
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Does institutional openness improve the trade efficiency of China’s agricultural products imported from Central Asian countries? A time-varying stochastic frontier gravity model by Fangfang Cao, Xiande Li, Zhexi Zhang

“…IntroductionInstitutional openness is becoming increasingly important for agricultural trade between China and Central Asian countries.MethodsThis study employs a time-varying stochastic frontier gravity model to investigate the influence of institutional openness on the trade efficiency of China imported agricultural products from Central Asian countries under uncertainty, and further computes the import potential from 2000 to 2022.ResultsThe research reveals that the impacts of different aspects of institutional openness on trade efficiency vary. …”
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Mathematical modeling of pregnancy loss with normal embryo karyotype in the first trimester by N. N. Potapov, E. V. Kudryavtseva, V. V. Kovalev

“…The risk of pregnancy loss in the first trimester comprises 12.5-18.7 %. It is timely and relevant to develop methods for predicting miscarriage.Aim: to develop a predictive model for assessing a risk of miscarriage in case of normal embryo karyotype.Materials and Methods. …”
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China’s Low-Carbon City Pilot Policy, Eco-Efficiency, and Energy Consumption: Study Based on Period-by-Period PSM-DID Model by Xiao Na Li, Hsing Hung Chen

“…This study examines three batches of low-carbon city pilot (LCCP) programs, employing eco-efficiency as the outcome variable. Using conventional difference-in-differences (DID) models, time-varying DID models, and period-by-period propensity score matching DID (PSM-DID) models with city and time fixed effects, we investigate the comprehensive impact of pilot policies on both economic and environmental performance. …”
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Enhancing Real-Time Road Object Detection: The RD-YOLO Algorithm With Higher Precision and Efficiency by Weijian Wang, Wei Yu

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Optimizing Large Railway Vision Models for Efficient In-Context Learning by Xuemei Zhan, Xubo Wu, Hua Ma

“…Compared to existing LRVMs, our model demonstrates significant improvement in computational efficiency, achieving a 19-fold reduction in FLOPs. …”
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Performance Comparison of Large Language Models for Efficient Literature Screening by Maria Teresa Colangelo, Stefano Guizzardi, Marco Meleti, Elena Calciolari, Carlo Galli

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Prediction of emergence of first-instar Ricania shantungensis (Hemiptera: Ricaniidae) in persimmons by Sunghoon Baek, Min-Jung Kim, Hwa-Young Seo, Chang-Gyu Park

“…Therefore, this study was conducted to develop a degree-day model to predict the emergence of first-instar R. shantungensis, the pesticide application timing, in persimmons. …”
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The First Fifth-Generation District Heating and Cooling System in Kazakhstan: Planning and Design by Stanislav Chicherin, Yana Zhuikova, Tatyana Pyanykh, Andrey Zhuikov, Galym Baidyussenov, Saule Abildinova

“…This study, for the first time, addresses this gap through a case study conducted in the Northern Industrial Zone of Karaganda, Kazakhstan, demonstrating how GIS-enhanced modeling can be effectively applied in a developing, industry-driven economy. …”
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Efficient Modeling of Piezoelectric Micromachined Ultrasonic Transducers Using a Combination of Finite and Lumped Element Modeling by Romain Liechti, Francois Blard, Jean-Rémi Chatroux, Jean-Claude Bastien, Hélène Lhermet, Bruno Fain

“…This research paper presents a comprehensive methodology for the efficient modeling of piezoelectric micromachined ultrasonic transducers (PMUTs) using a combination of finite and lumped element models. …”
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Transmission Line Anomaly Detection and Real-Time Monitoring System Combining Edge Computing and EfficientDet by Menghao Lin, Yang Ding, Tianle Wang, Yang Liu, Zewei Li

“…This paper develops a transmission line anomaly detection and real-time monitoring system combining edge computing and improved Efficient Det based on the characteristics of foreign object images. …”
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An Efficient Vertex-Driven Temporal Graph Model and Subgraph Clustering Method by Hanlin Zhang, Linlin Ding, Gang Zhang, Yishan Pan, Baoyan Song

“…However, the temporal graph would embody vertex updates frequently, high time resolution, and not enumerated rules. The construction and update of some temporal graph models are too dependent on the graph operation sequence, which leads to a lack of an effective model. …”
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