Optimizing dance motion reconstruction using a two-dimensional matrix approach with hybrid genetic and fuzzy logic differential evolution by Lin Wang, Yutong Liu, Yucong Geng, Mohammad Khishe

“…We develop the Two-Dimensional Matrix-Calculation (TDMC) model, combined with the Hybrid Genetic Algorithm with Fuzzy Logic Differential Evolution (HGA-FLDE), which aims to optimize the reconstruction of complex dance movements by leveraging Riemannian geometry and adaptive optimization for biomechanical nonlinear motion patterns and missing joint data. Furthermore, accuracy is achieved through other approaches, such as the Long Short-Term Memory (LSTM), Support Vector Regression (SVR), Kinect Sensors (KS), and Evolved Deep Gated Recurrent Unit (EDGRU) models, which were all thoroughly tested against one another. …”
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Metabarcoding with Illumina and Oxford Nanopore Technologies provides complementary insights into tree seed mycobiota by Jana Mittelstrass, Renate Heinzelmann, René Eschen, Martin Hartmann, Quirin Kupper, Salome Schneider, Simone Prospero, Iva Franić

“…Conclusions Illumina and Oxford Nanopore Technologies metabarcoding captured similar host-dependent diversity patterns despite observed differences in numbers and composition of fungi. …”
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Understanding barriers and opportunities for fresh produce access in eThekwini Metro, Durban, South Africa by Scott Drimie, Mieke Faber, Lisanne du Plessis

“… South Africa faces a triple burden of malnutrition – undernutrition, hidden hunger and increasing rates of overweight and obesity driven by poor dietary choices. …”
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The Fracture Ankle Implant Review (FAIR) study: a national multicentre retrospective review of practice in implant choice, fixation methods, and outcomes in fixation of the fibula... by William G. Fishley, Thomas Baldock, Alan J. Hilley, Rory Morrison, Paul Baker, Dave Townshend, FAIR Study Collaborating Authors

“…A local pilot service evaluation previously identified variance in use of locking plates in all patterns with significant cost implications. The Fracture Ankle Implant Review (FAIR) study aimed to evaluate current practice and implant use across the UK, and review outcomes and complication rates between different fibula fixation methods. …”
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Urban cycling-specific active transportation behaviour is sensitive to the fresh start effect: triangulating observational evidence from real world data by Isaak Fast, Shamsia Sobhan, Nika Klaprat, Tyler George, Nils Vik, Dan Prowse, Jacqueline Collett, Jonathan McGavock

“…This observation could be used to inform policies for increasing cycling rates in urban centres.…”
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Federated-Learning-Based Strategy for Enhancing Orbit Prediction of Satellites by Jiayi Tang, Wenxin Li, Qinchen Zhao, Hongmei Chi

“…Moreover, the combination of federated learning with basic neural network models like the Multi-Layer Perceptron (MLP), Long Short-Term Memory (LSTM), Recurrent Neural Network (RNN), and Gated Recurrent Unit (GRU) is explored. The results indicate that integrating federated learning can greatly enhance satellite prediction, opening new possibilities for future orbital prediction and space technology development.…”
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Enhanced Wind Energy Forecasting Using an Extended Long Short-Term Memory Model by Zachary Barbre, Gang Li

“…The xLSTM model incorporates two key innovations: exponential gating with memory mixing and a novel matrix memory structure. …”
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Sentiment Analysis and Trend Mapping of Hotel Reviews Using LSTM and GRU by Yerik Afrianto Singgalen

“…This study explores applying Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU) models for sentiment analysis and trend mapping of hotel reviews, specifically focusing on customer feedback from Hotel Vila Ombak in Lombok, Indonesia. …”
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Phase Wise Classification of Abnormal Gait in Children With Cerebral Palsy Using Hybrid Neural TEMPODE Deep Learning Techniques by Yelle Kavya, S.Sofana Reka

“…The neurological condition known as Cerebral Palsy which affects motor control, frequently results in abnormal gait patterns that have a major negative influence on mobility and quality of life. …”
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DFANet: A Deep Feature Attention Network for Building Change Detection in Remote Sensing Imagery by Peigeng Lu, Haiyong Ding, Xiang Tian

“…Second, we introduce a GatedConv module to improve the network’s capability for building edge detection. …”
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Inflectional Changes of Double Marked Form: Evidence from a Corpus Study of English Verbal System by Basima Othman Mahmood

“…It has been claimed that there is a correlation between this type of irregularization process and high word frequencies. The real rate and nature of these double-marked forms have rarely been documented. …”
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D4Care: A Deep Dynamic Memory-Driven Cross-Modal Feature Representation Network for Clinical Outcome Prediction by Binyue Chen, Guohua Liu

“…In addition, we also introduce a memory-aware constrained layer normalization to alleviate the challenges of multi-modal feature heterogeneity. Besides, we use gating mechanisms and dynamic memory components to enable the model to learn feature information of different historical-current patterns, further improving the model’s performance. …”
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Retrospective Study 2019–2021 of Antimicrobial Resistance in <i>Escherichia coli</i>, <i>Klebsiella pneumoniae</i>, and <i>Proteus mirabilis</i> in Mexicali, Mexico by Dolores A. Márquez-Salazar, Ricardo Delgadillo-Valles, Gerson N. Hernández-Acevedo, Edwin Barrios-Villa, Raquel Muñiz-Salazar, Gilberto López-Valencia, Rafael Martínez-Miranda, Jonathan Arauz-Cabrera

“…The aim of this study was to investigate AMR rates in clinical isolates of <i>Escherichia coli</i>, <i>Klebsiella pneumoniae</i>, and <i>Proteus mirabilis</i> obtained from community-acquired infections in Mexicali between 2019 and 2021. …”
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Global burden of breast cancer and application of patient-reported outcomes in clinical trials: a systematic analysis based on the global burden of disease study 2021 and WHO inter... by Jiaxin Hao, Jiaxin Hao, Yijia Gong, Yijia Gong, Xiaowen Zhang, Xiaowen Zhang, Xiaowen Zhang, Minghong Du, Minghong Du, Minghong Du, Huan Wang, Huan Wang, Huan Wang, Guolin Guo, Mengqing Zhou, Tian Tian, Hongguo Rong, Hongguo Rong, Hongguo Rong

“…This study analyzes geographic patterns, temporal trends and age patterns of female breast cancer disease burden globally and explored the association between age standardised rates for disability adjusted life years (ASDR) of female breast cancer and sociodemographic index (SDI). …”
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Parasite spatial distribution shapes parasite aggregation on host populations, but not at high parasite density by Chris Wojan, Allison K. Shaw, Meggan E. Craft

“…Our work suggests that fine‐scale spatial patterns of parasites can play a strong role in shaping how hosts are parasitized, particularly when parasite density is low‐to‐moderate and recovery rates are slow.…”
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Global assessment of current extinction risks and future challenges for turtles and tortoises by Chuanwu Chen, Jiang Wang, Marcel Holyoak, Liu Lin, Yanping Wang

“…Furthermore, the projected rates of climatic and environmental changes across species’ distributions are significantly higher than the rates of evolution for traits linked to resilience to climate change and altered environments. …”
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Spatiotemporal and trend analysis of common cancers in men in Central Serbia (1999–2021) by Kričković Emina, Lukić Tin, Kričković Zoran, Stojšić-Milosavljević Anastazija, Živanović Milica, Srejić Tanja

“…Hot spot analysis revealed a decline in mortality rates, whereas incidence rates increased. New colorectal cancer incidence hotspots emerged in three counties, while consecutive bladder cancer hotspots appeared in two counties. …”
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Deterioration of Thermal Barrier Coated Turbine Blades by Erosion by Rohan Swar, Awatef Hamed, Dongyun Shin, Nathanial Woggon, Robert Miller

“…The experimental results show that the erosion rates increase with increased impingement angle, impact velocity, and temperature. …”
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Distinctive lung cancer incidence trends among men and women attributable to the period effect in Shanghai: An analysis spanning 42 years by Li Xie, Ying Qian, Yishan Liu, Yixuan Li, Sinong Jia, Herbert Yu, Chunfang Wang, Biyun Qian, Pingping Bao

“…Methods Data were obtained from Shanghai Cancer Registry. Age‐standardized rates were calculated and average annual percent changes (AAPCs) were evaluated by Joinpoint regression. …”
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A Real-World Case Study Towards Net Zero: EV Charger and Heat Pump Integration in End-User Residential Distribution Networks by Thet Paing Tun, Oguzhan Ceylan, Ioana Pisica

“…Based on the outcome of power flow calculation, the transformer loadings and voltage levels were assessed for existing and projected heat pump and EV adoption rates, in line with national policy targets. Findings highlight that varied consumer density and diverse usage patterns significantly influence upgrade requirements.…”
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