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901
Integrating Metabolomics and Machine Learning to Analyze Chemical Markers and Ecological Regulatory Mechanisms of Geographical Differentiation in <i>Thesium chinense</i> Turcz
Published 2025-06-01“….), a traditional Chinese herb, remains systematically unexplored. This study integrates metabolomics, machine learning, and ecological factor analysis to elucidate the geographical variation patterns and regulatory mechanisms of secondary metabolites in <i>T. chinense</i> Turcz. from Anhui, Henan, and Shanxi Provinces. …”
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902
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903
Patients Receiving Integrative Medicine Effectiveness Registry (PRIMIER) of the BraveNet practice-based research network: Results of the chronic pain cohort
Published 2025-06-01“…Our purpose was to conduct a multi-site prospective, practice-based, observational evaluation of patient reported outcomes in chronic pain patients. Methods: This study took place at seventeen BraveNet Practice Based Research Network integrative medicine clinics. …”
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904
Enhancing disaster prediction with Bayesian deep learning: a robust approach for uncertainty estimation
Published 2025-08-01“…To overcome these limitations, this study proposes an enhanced Bayesian Deep Neural Network (BDNN) tailored for flood forecasting, effectively integrating Variational Inference (VI), Monte Carlo (MC) Dropout, and a Hierarchical Attention Mechanism. …”
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905
Construction of Carbon Functional Zone in the Demonstration Zone of Green and Integrated Ecological Development of the Yangtze River Delta Based on Carbon Density Correction
Published 2025-07-01“…The objectives are to overcome the limitations of static carbon density assumptions inherent in traditional methodologies and to bridge the gap between theoretical carbon storage models and practical governance strategies, thereby identifying and providing a framework for regional carbon management.MethodsTo achieve these objectives, the research develops a novel carbon density correction method that integrates climatic factors and land use characteristics, overcoming the limitations of fixed carbon density values in traditional approaches. …”
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906
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908
Global burden and trend of rheumatic heart disease among women of childbearing age, 1990–2021, with projection to 2040
Published 2025-08-01“…Abstract Objectives This study aims to assess the global burden, trends, and regional variations of rheumatic heart disease (RHD) among women of childbearing age (WCBA), contributing to better-targeted prevention and management strategies. …”
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909
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911
Screening and comparison of in vitro-induced resistant and clinically resistant Stenotrophomonas maltophilia strains for eravacycline resistance-related genes
Published 2025-08-01“…ObjectiveTo identify genes related to eravacycline resistance in Stenotrophomonas maltophilia (Sm) and to provide a theoretical basis for the study of eravacycline resistance mechanisms in Sm and the development of new antibiotics.MethodsThe study employed an integrated omics approach: (1) In vitro antimicrobial susceptibility profiling via broth microdilution to determine baseline MICs for eravacycline and comparator drugs; (2) Induction of resistance in clinical Sm isolates (WJ_4, WJ_14, WJ_18) with low eravacycline MICs through serial passage in escalating drug concentrations; (3) Transcriptome sequencing (RNA-seq) and whole-genome sequencing (WGS) of in vitro-induced resistant strains (WJ_4a, WJ_14a, WJ_18a) and a clinical high-MIC isolate (WJ_97); (4) Bioinformatics analyses, including differential gene expression screening (with |log2(fold change)| > 2 and FDR-adjusted p < 0.05), SNP detection via GATK, and copy number variation (CNV) quantification using CCNE-acc to identify and compare resistance-related genetic alterations.ResultsStable eravacycline-resistant strains were successfully induced, exhibiting 8- to 32-fold MIC increases. …”
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912
Stability Evaluation Method for Rock Slope-Anchorage Systems Based on Genetic Algorithms and Discrete Element Analysis
Published 2025-05-01“…Based on the results from discrete element analysis, the proposed method assesses the dynamic variation of multi-field data within the rock slope anchorage system, facilitating a comprehensive stability evaluation. …”
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913
A new method to improve the power quality of photovoltaic power generation based on 24 solar terms
Published 2025-04-01“…It was validated that the proposed grid connection method increases power grid stability by 17.75%. The average grid connection method developed in this paper, which more accurately aligns with seasonal solar radiation variations, contributes to advancing grid-connected PV systems and provides a practical strategy for large-scale PV power integration.…”
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914
Ecosystem, spatial and trophic dimensions of niche partitioning among freshwater fish predators
Published 2025-05-01“…This study highlights the importance of integrating spatial and trophic analyses to understand predator interactions in aquatic ecosystems.…”
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915
YOLO-OHFD: A YOLO-Based Oriented Hair Follicle Detection Method for Robotic Hair Transplantation
Published 2025-03-01“…YOLO-OHFD incorporates the ECA-Res2Block in its feature extraction network to manage occlusions and hair follicle orientation variations effectively. A Feature Alignment Module (FAM) is embedded within the feature fusion network to ensure precise multi-scale feature integration. …”
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916
Multi-Timescale Voltage Control Method Using Limited Measurable Information with Explainable Deep Reinforcement Learning
Published 2025-01-01“…This study proposes a Machine Learning (ML)-based control method for sub-transmission grids, integrating long-term LRT tap-changing with short-term reactive power control of PCSs. …”
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917
Mapping Pressure Surge Source in Urban Water Networks: Integrating Low‐ and High‐Frequency Pressure Data With an Illustrative Real Case Study
Published 2024-08-01“…This integrated approach aims to pinpoint the source and characterize potentially dangerous pressure variations. …”
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918
Integrated Improved Complete Ensemble Empirical Mode Decomposition and Continuous Wavelet Transform Approach for Enhanced Bearing Fault Diagnosis in Noisy Environments
Published 2025-06-01“…This paper portrays a unique method for bearing fault identification in high-noise environments by integrating Improved Complete Ensemble Empirical Mode Decomposition (ICEEMD) and Continuous Wavelet Transform (CWT). …”
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919
Enhanced Dynamic Control for Flux-Switching Permanent Magnet Machines Using Integrated Model Predictive Current Control and Sliding Mode Control
Published 2025-02-01“…Conventional Proportional Integral (PI) controllers within model predictive current control (MPCC) frameworks often struggle to meet the demands of rapid transient response and precise speed tracking, particularly under dynamic operating conditions. …”
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920