Toward a unified gait freeze index: a standardized benchmark for clinical and regulatory evaluations by Alessandro Schaer, Henrik Maurenbrecher, Carlo Mangiante, Roman Sobkuliak, Kathrin Müsch, Paula Sanchez Lopez, Eduardo Martin Moraud, Eduardo Martin Moraud, Olgac Ergeneman, George Chatzipirpiridis

“…Freezing of Gait (FOG) is a disabling motor symptom that affects a majority of individuals with advanced Parkinson's disease, severely limiting mobility, independence, and quality of life. Automatic methods for detecting FOG using the freeze index (FI) have been widely proposed to systematically monitor FOG in real life and guide therapy optimizations. …”
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Capacity Planning of Hydrogen Production and Storage System Based on Hydrogen Load Demand by Shengjiang PENG, Dezhou YANG, Chuanshuai SUN, Tiejiang YUAN, Yongcheng LIU

“…To this end, a new energy system capacity planning method based on different hydrogen load levels is proposed to promote the application and development of renewable energy sources more efficiently such as wind and photovoltaic energy in the power grid. …”
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Corrective soft bus-bar splitting for reliable operation of hybrid AC/DC grids by Basel Morsy, Matthew Deakin, Adolfo Anta, Jochen Cremer

“…This has sparked renewed interest in optimizing network capacity utilization. This paper explores the synergy between two flexibility-enhancing methods in hybrid AC/DC grids: Voltage Source Converter (VSC) set-point control pre- and post-contingency, and corrective Network Topology Reconfiguration (NTR). …”
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FedITD: A Federated Parameter-Efficient Tuning With Pre-Trained Large Language Models and Transfer Learning Framework for Insider Threat Detection by Zhi Qiang Wang, Haopeng Wang, Abdulmotaleb El Saddik

“…Extensive experiment results show FedITD’s superior performance, adaptability to varied data, and reduction of resource costs, achieving an optimal balance in detection capabilities across source data, unlabeled local data, and global data. …”
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Research on Urban Rainfall Runoff Pollution Prediction Model Based on Feature Fusion by Junping Yao, Tianle Sun

“…In this paper, a rainfall runoff pollution prediction method based on grey neural network algorithm is proposed in consideration of the current situation that the accuracy of research results related to rainfall runoff pollution prediction needs to be improved. …”
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Off-grid hydroacoustic signal orientation estimation based on interpolation and subspace fitting in coprime arrays. by Chuanxi Xing, Guangzhi Tan, Qiang Meng, Yanling Ran, Mao Lu

“…This letter presents a novel approach to sparse Bayesian underwater acoustic signal direction estimation. The proposed method incorporates interpolation of the coprime array and signal subspace fitting. …”
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Strategies occupational therapists employ to facilitate work-related transitions for persons with hand injuries: a study protocol for a scoping review by Michelle Elizabeth Uys, Helen Buchanan, Lana Van Niekerk

“…This scoping study will provide a single source of up-to-date evidence to inform health professionals about the strategies occupational therapists employ to facilitate work-related transitions for people with hand injuries.Methods and analysis The methodological framework by Arksey and O’Malley (2005) will form the structure of the scoping review. …”
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Complex biochemical characteristics of <i>Coriandrum sativum</i> L. by T. V. Khmelinskaya, A. E. Smolenskaya, A. E. Solovyeva

“…The aim of this research was to study the biochemical composition of the green biomass in the accessions of C. sativum from the VIR global collection and identify promising accessions for use in breeding for quality.Materials and methods. The green biomass of  67 coriander accessions from different countries maintained in the VIR collection served as the research material. …”
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Image acquisition technology for unmanned aerial vehicles based on YOLO - Illustrated by the case of wind turbine blade inspection by Zhenjun Dai

“…Wind energy, as a renewable energy source, is becoming increasingly important. The maintenance and damage detection of wind turbine blades are particularly crucial. …”
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HD-6mAPred: a hybrid deep learning approach for accurate prediction of N6-methyladenine sites in plant species by Huimin Li, Wei Gao, Yi Tang, Xiaotian Guo

“…This study aimed to develop a robust method to address these challenges. Methods We proposed HD-6mAPred, a hybrid deep learning model that combines bidirectional gated recurrent unit (BiGRU), convolutional neural network (CNN) and attention mechanism, along with various DNA sequence coding schemes. …”
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SPECIFICS OF FORMATION AND EFFECTIVE USE OF CURRENT ASSETS IN CONSTRUCTION by T. E. Chetin

“…Methodological approaches to the estimation of current assets are described, the most effective of which facilitate the optimal choice of sources, forms and volume of attracting current assets into construction industry. …”
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Bayesian adaptive trials for social policy by Sally Cripps, Anna Lopatnikova, Hadi Mohasel Afshar, Ben Gales, Roman Marchant, Gilad Francis, Catarina Moreira, Alex Fischer

“…Moreover, BATs’ ability to value potential future information sources positions it as an optimal strategy for sequential data acquisition during policy implementation. …”
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PRODUCING IODINE-131 FROM TELLURIUM-130 NEUTRON ACTIVATION: STUDY OF FEASIBILITY IN THE ARGONAUTA RESEARCH REACTOR AT IEN by LUCIANA CARVALHEIRA, Ramon Matias Nunes MENDONÇA, Francisco José de Oliveira FERREIRA, Rogerio Chaffin NUNES

“…This highlights the need for alternative production methods to ensure timely availability of crucial radionuclides. …”
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Axial Multifocus Beams Formed by Binary Optical Elements by Ning Xu, Huan Xiao, Zhe Kong, Qiaofeng Tan

“…In this paper, we introduce a custom-made method to generate AMBs by the point source method to obtain initial phase distribution and a modified Gerchberg&#x2013;Saxton algorithm to iteratively optimize the phase distribution. …”
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A Nonlinear Multiparameters Temperature Error Modeling and Compensation of POS Applied in Airborne Remote Sensing System by Jianli Li, Wenjian Wang, Feng Jiao, Jiancheng Fang, Tao Yu

“…Bayesian regularization method was used as the evaluation criterion, which further optimized the coefficients of the temperature error. …”
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Economic vs. ecological benefit for organic food: the role of perceived values in online consumer reviews by Hong Huo, Hong Huo, Junru Yao, Junru Yao, Qiutong Li, Qiutong Li, Rong Wu, Rong Wu, Chen Wang, Chen Wang, Dingyao Yu, Dingyao Yu

“…Online reviews, as an important source of data for capturing consumers’ perceived value, especially the temporal information of reviews, provide new opportunities for revealing the dynamic impact of consumers’ perceived value on satisfaction.MethodsBased on 63,674 online reviews, this study utilizes structural topic modeling to identify the specific dimensions of consumers’ perceptions of economic and ecological values of organic food, and incorporates multiple linear regression modeling to explore the specific effects of these perceived values on consumer satisfaction and their dynamic trends.ResultsThe results of the study indicate that consumers’ perceptions of both economic and ecological values significantly enhance their satisfaction with organic food. …”
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Robust style injection for person image synthesis by Yan Huang, Jianjun Qian, Shumin Zhu, Jun Li, Jian Yang

“…The point of this task is how to synthesise person image from a single source image under arbitrary poses. Prior methods generate the person image with target pose well; however, they fail to preserve the fine style details of the source image. …”
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Green Synthesis and Characterization of Carbon Dots Nanosensors Using Pumpkin Seed Shell for Spectrofluorimetric Determination of L-cysteine by Afsaneh Zarei Manujan, Alireza Bazmandegan-shamili, Mohammad Sabet, Masoud Rohani Moghadam

“…In this research, carbon dots with high luminescence intensity were synthesized using pumpkin seed shell as a new and green source with hydrothermal method. The prepared carbon dots were characterized using X-ray diffraction, Fourier transform infrared spectroscopy and Scanning electron microscopy. …”
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Performance Analysis of Energy Efficient Cooperative SWIPT NOMA-Assisted Cognitive Satellite-Terrestrial Networks by Swathi Priya Indraganti, Suseela Vappangi

“…The network comprises a primary satellite source, its destination, and a secondary terrestrial source-destination pair. …”
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The Functional State of the Myocardium in Patients with Ischemic Heart Disease, Diabetes Mellitus Type 2 and Cardiac Insufficiency by Horb Yu., Strona V., Komir I.

“…To review the scientific literature on the functional status of myocardium in patients with coronary heart disease (CHD), type 2 diabetes, and heart failure. Materials and methods. The content analysis, the systematic and comparative analysis method, the bibliosemantic method of studying the current scientific researches on the topic of functional status of the myocardium in patients with type 2 diabetes were used. …”
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