Application of an improved LSTM model based on FECA and CEEMDAN VMD decomposition in water quality prediction by Jie Long, Chong Lu, Yiming Lei, Zhong Yuan Chen, Yihan Wang

“…Abstract To address the limitations of existing water quality prediction models in handling non-stationary data and capturing multi-scale features, this study proposes a hybrid model integrating Complete Ensemble Empirical Mode Decomposition with Adaptive Noise (CEEMDAN), Variational Mode Decomposition (VMD), Long Short-Term Memory Network (LSTM), and Frequency-Enhanced Channel Attention (FECA). …”
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The Recognition, Utilization Rates, Barriers, and Application Accuracy of the Hamstring Strain Clinical Practice Guidelines by Edward Mulligan, Liana Wooten, Tara Dickson, Eric Hegedus, Benjamin Stern

“…Fifty-six percent had read, reviewed, and/or integrated the recommendations into clinical practice. …”
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Developing a multidimensional sustainable framework for measuring inclusive Growth: Evidence from Egypt by Elsayed Farrag Elsaid Mohamad Elsayed, Yasmeen Fekery Yaseen Elkhodary, Mousa Gowfal Selmey, Abdalqader Ahmed Baker Al Bakery AL Masabi

“…Unlike previous studies that focus on the macro level, this approach seeks to offer a more realistic and precise definition and measure of inclusive growth on micro level, especially for developing countries. Methods: The MSIG framework is constructed based on three key components.A multidimensional participation component (measuring participation in production, adjusted by the ratio of wages to GDP), A multidimensional poverty component, and A multidimensional inequality component.This approach introduces a comprehensive and in-depth measure of inclusive growth by integrating these dimensions into a single conceptual framework. …”
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Community structure and drivers of wet miombo woodlands in the Eastern Afromontane biodiversity hotspot by Andrew Samora Macrice

“…Understanding of key factors driving wet miombo community structure in village forests is vital for restoring ecosystem’s functions and integrity. The study used standard ecological methods to examine important human disturbance and environmental variables that determine wet miombo woody plant species total abundance, richness, evenness and diversity using 24 (10 m × 10 m) plots and 72 (1 m × 1 m) subplots in Intake village land forest reserve Southern Tanzania. …”
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Current and emerging therapies for endometriosis-associated pain: a review by Ebunoluwa Oluwatimileyin Tijani, Lydia Oluwatoyin Ajayi, Oladimeji Samson Tijani, Oyedayo Phillips Akano, Ayodeji Folorunsho Ajayi

“…Conclusion An essential comparison of these methods of therapy highlights the need for personalised approaches and further research to address variation of the disease. …”
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A case of non-metric multidimensional scaling of alpha (α), beta (β) and gamma (ɣ) biological diversity across the diverse forest habitats by Mehedi Hasan Rakib, Mohd Imran Hossain Chowdhury, Tonima Hossain, Chinmoy Das

“…Field data were collected from 90 plots using various methods, such as quadrat sampling for trees, circular strip transects for aves, and live trapping for mammals and reptiles. …”
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Hybridization and diversity of the genus Vandenboschia in Korea insights from morphological, cytological, and genotype analyses by Sang Hee Park, Jung Sung Kim, Hyoung Tae Kim

“…These findings highlight the need to integrate genetic tools with traditional taxonomic methods to resolve complex species relationships within Vandenboschia in Korea and emphasize the importance of conservation efforts for geographically restricted and genetically distinct populations.…”
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Évaluer les bénéfices de la protection d’une zone humide : application aux sites du Conservatoire du littoral du Bassin d’Arcachon by Thomas Binet, Isabelle Mercier-Delacourte, Ambre Diazabakana, Nastasia Keurmeur

“…Both scenarios integrate the ability of ecosystems to adapt in modeling variation of ecosystem services provision impacted by two major factors: first, threats to ecosystem for which it is possible to apply models built from past trends; then, management measures related to the Conservatoire’s acquisition and management strategy that may generate ruptures. …”
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MetaboLabPy—An Open-Source Software Package for Metabolomics NMR Data Processing and Metabolic Tracer Data Analysis by Christian Ludwig

“…The software has an integrated help system with tutorials that demonstrate standard workflows and explain the capabilities of MetaboLabPy. …”
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Total cardiolipin levels in gastric and colon cancer: evaluating the prognostic potential by Pavels Dimitrijevs, Ilona Freiliba, Andrejs Pčolkins, Marcis Leja, Pavel Arsenyan

“…Abstract Background Cardiolipin (CL) is a signature phospholipid of mitochondria that maintains the integrity of mitochondrial membrane and supports proper mitochondrial function. …”
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Factors associated with the presence and intensity of ongoing symptoms in Long COVID. by Niels Brinkman, Teun Teunis, Seung Choi, David Ring, W Michael Brode

“…This emphasizes the need for comprehensive, whole person treatment strategies that integrate evidence-based interventions to address the multifaceted nature of PASC.…”
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Cross-Domain Fault Diagnosis of Rotating Machinery Under Time-Varying Rotational Speed and Asymmetric Domain Label Condition by Siyuan Liu, Jinying Huang, Peiyu Han, Zhenfang Fan, Jiancheng Ma

“…It reduces the IFD model’s dependence on domain label space symmetry during transient speed variation. To integrate signal prior knowledge for transferable feature representation, angular resampling is used to lessen the time-varying speed fluctuations’ impact on the IFD model. …”
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A framework for social media analytics in textile business circularity for effective digital marketing by Omaymah Almashaleh, Hendro Wicaksono, Omid Fatahi Valilai

“…This study aims to bridge the gap by proposing a novel Instagramⓒ analytics framework that seamlessly integrates content and network analyses. A mixed-method approach is adopted, merging qualitative insights derived from unstructured data with quantitative techniques. …”
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From Neural Networks to Emotional Networks: A Systematic Review of EEG-Based Emotion Recognition in Cognitive Neuroscience and Real-World Applications by Evgenia Gkintoni, Anthimos Aroutzidis, Hera Antonopoulou, Constantinos Halkiopoulos

“…Background/Objectives: This systematic review presents how neural and emotional networks are integrated into EEG-based emotion recognition, bridging the gap between cognitive neuroscience and practical applications. …”
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Prenatal maternal stress: triangulating evidence for intrauterine exposure effects on birth and early childhood outcomes across multiple approaches by Ingunn Olea Lund, Laurie J. Hannigan, Helga Ask, Adrian D. Askelund, Laura Hegemann, Elizabeth C. Corfield, Robyn E. Wootton, Yasmin I. Ahmadzadeh, George Davey Smith, Tom A. McAdams, Eivind Ystrom, Alexandra Havdahl

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Statistical Normalization of Mechanical Properties of Natural Date Palm Biofibers Using the Box-Cox Transformation by Mokhtar Benarioua, Salah Amroune, Hassan Alshahrani, Ahmed Belaadi, Amina Hachaichi, Ibrahim M. H. Alshaikh, Mohamad Barhm, Khalissa Saada

“…The novelty of this work lies in the creation of a tailored statistical protocol that balances transformation efficiency with material relevance. By integrating multiple validation tests (Q-Q plots, Shapiro-Wilk, Kolmogorov-Smirnov) and ensuring a coefficient of variation below 15%, we provide a robust, reproducible method for natural fiber analysis. …”
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Longitudinal analysis of genetic and environmental interplay in human metabolic profiles and the implication for metabolic health by Jing Wang, Alberto Zenere, Xingyue Wang, Göran Bergström, Fredrik Edfors, Mathias Uhlén, Wen Zhong

“…Variability in metabolic profiles, influenced by genetic makeup, lifestyle, and environmental exposures, plays a critical role in disease susceptibility and progression. Methods We conducted a two-year longitudinal study involving 101 clinically healthy individuals aged 50 to 65, integrating genomics, metabolomics, lipidomics, proteomics, clinical measurements, and lifestyle questionnaire data from repeat sampling. …”
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Endangered Pinto/Northern Abalone (Haliotis kamtschatkana) are Panmictic Across Their 3700 km Range Along the Pacific Coast of North America by J. L. Dimond, J. V. Bouma, F. Lafarga‐De la Cruz, K. J. Supernault, T. White, D. A. Witting

“…ABSTRACT Connectivity is integral to the dynamics of metapopulations through dispersal and gene flow, and understanding these processes is essential for guiding conservation efforts. …”
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Deep generative model for the inverse design of Van der Waals heterostructures by Shikun Gao, Qinyuan Huang, Chen Huang, Cheng Li, Kaihao Liu, Baisheng Sa, Yadong Yu, Dezhen Xue, Zhe Liu, Mengyan Dai

“…To address the challenges of traditional experimental methods relying on trial-and-error and existing models struggling to incorporate target property constraints, this work achieves breakthroughs through three innovative stages: (1) introduce the SE(3)-equivariant graph neural network EquiformerV2 as the encoder-decoder within the CDVAE framework to enhance the generation quality of the model; (2) design a module integrating Low-rank Multimodal Fusion and Generative Adversarial Networks to map properties and structures into a joint latent space; and (3) for the first time propose a generative model for the vdW heterostructures, by conducting experimental validation on the dataset constructed from Janus III–VI vdW heterostructures. …”
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Fracturing location optimization of floor coalbed methane wells with high water content in Hancheng Block by Wei WANG, Haifeng ZHAO, Dezhi WANG, Wang ZHANG, Liang JI, Hong JIANG

“…When the distance from the aquifer increases to 10 m and 15 m, the variation range of water and gas production is small. …”
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