Maternal oxidative stress throughout pregnancy and early childhood neurodevelopment at different stages: insights from a prospective cohort study by Sen He, Jingyu Wang, Shuting Cao, Aizhen Wang, Yuyan Wang, Pei Li, Xiuli Cao, Rongrong Cheng, Ruixin Chen, Yin Wang, Fei Yang, Yuehao Fu, Yang Peng, Han Li, Wei Xia, Zhiqiang Zhu, Hongxiu Liu, Shunqing Xu

“…In this prospective cohort, we aimed to investigate the associations between maternal oxidative stress biomarkers (OSBs) across pregnancy and neurodevelopmental outcomes in different stages across early childhood. Methods This was a prospective cohort study conducted in 1791 mother–child pairs from Wuhan, China. …”
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Fuzzy multi-criteria decision-making method-based operational assessment of Chinese electricity markets by Weijie Wu, Dongwei Li, Hui Sun, Yixin Li, Yining Zhang

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SEE: A Method for Predicting the Dynamics of Chromatin Conformation Based on Single‐Cell Gene Expression by Minghong Li, Yurong Yang, Rucheng Wu, Haiyan Gong, Zan Yuan, Jixin Wang, Erping Long, Xiaotong Zhang, Yang Chen

“…Here, SEE is introduced, an artificial intelligence (AI) method that utilizes autoencoder and transformer techniques to analyze chromatin dynamics using single‐cell RNA sequencing data and a limited number of single‐cell Hi‐C maps. …”
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UCrack-DA: A Multi-Scale Unsupervised Domain Adaptation Method for Surface Crack Segmentation by Fei Deng, Shaohui Yang, Bin Wang, Xiujun Dong, Siyuan Tian

“…Additionally, by integrating a Mix-Transformer encoder, a multi-scale dilated attention module, and a mixed convolutional attention decoder, we effectively solve the challenges of cross-domain data distribution differences and complex scene crack segmentation. …”
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Straightness control method of hydraulic support group pushing system based on neural network compensation by Yunfei WANG, Jiyun ZHAO, He ZHANG, Hao WANG, Yang ZHANG

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TAL-SRX: an intelligent typing evaluation method for KASP primers based on multi-model fusion by Xiaojing Chen, Xiaojing Chen, Jingchao Fan, Jingchao Fan, Shen Yan, Longyu Huang, Longyu Huang, Longyu Huang, Guomin Zhou, Guomin Zhou, Jianhua Zhang, Jianhua Zhang

“…The performance of the TAL-SRX method is the best when compared with the different integrated combinations of methods. …”
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Fast Adaptive Sparse Iterative Reweighted Super-Resolution Method for Forward-Looking Radar Imaging by Jiawei Luo, Yulin Huang, Ruitao Li, Deqing Mao, Yongchao Zhang, Yin Zhang, Jianyu Yang

“…First, we establish the super-resolution model of forward-looking radar and analyze the user parameter selection problem in the conventional <inline-formula><tex-math notation="LaTeX">$L_{1}$</tex-math></inline-formula>-IRN method. Second, based on Bayesian theory, adaptive iterative weights of different azimuths are derived by transforming the sparse estimation problem into a maximum posterior (MAP) estimation problem. …”
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SLAM-based localization method of coal mine underground robot with adaptability to dark illumination environment by Song JIANG, Zhixiang CUI, Bibo DAI, Binjian RAO, Runfeng HE, Haoyu WANG

“…But most of the traditional localizing methods are inefficient or even ineffective in the underground. …”
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Source-Grid Coordinated Planning Considering Network Node Inertia Level Differences Under Coal-Fired Power Unit Retirement by Yutao Xu, Chao Sun, Lu Liu, Houyi Zhang, Wenxia Liu, Zhukui Tan

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Bridging Sensor Gaps via Attention-Gated Tuning for Hyperspectral Image Classification by Xizhe Xue, Haokui Zhang, Haizhao Jing, Lijie Tao, Zongwen Bai, Ying Li

“…Comparison experiments conducted on three representative HSI datasets captured by different sensors demonstrate that the proposed Tri-Former achieves better performance compared to several state-of-the-art methods. …”
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Effect of Pore Size of Activated Carbons Produced from Different Wood Waste on the Leakage of Phase Change Material-based Composites by Ahmet Can, Mehmet Emin Ergün, Osman Gencel, Hikmet Yazıcı

“…A shape-stabilized lauric acid-activated carbon composite was prepared using a one-step impregnation method. Activated carbon (AC) was produced from different wood waste (Scots pine (Pi) and poplar (Pop)), and lauric acid (LA) was used as a phase change material (PCM) for thermal energy storage. …”
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A multi-source data fusion method for distribution network based on improved evidence theory by LOU Zheng, LIU Meizhao, JING Dongsheng, BAI Rui, LI Heting

“…A multi-source heterogeneous data processing method for distribution network based on Box Cox transformation Z-score is proposed to improve the data offset problem in the Z-score normalization process by introducing Box Cox transformation. …”
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Deep learning methods for clinical workflow phase-based prediction of procedure duration: a benchmark study by Emanuele Frassini, Teddy S. Vijfvinkel, Rick M. Butler, Maarten van der Elst, Benno H. W. Hendriks, John J. van den Dobbelsteen

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Effects of Packaging Methods and Wheat Varieties on Starch Aging in Wine-brewed Steamed Bread during Storage by Xiaoyuan LIU, Qiuyi CHEN, Jiaxin SUN, Hongfei YU, jianqiu TU, Nan XIA

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ΜΑPPING SUSTAINABILITY ASSESSMENT METHODS IN AGRI-FOOD SUPPLY CHAINS: A CIRCULAR ECONOMY PERSPECTIVE by Vasiliki A. GKOUNTANI, Giannis T. TSOULFAS, Yannis MOUZAKITIS

“…This paper adopts a circular economy perspective and discusses the afore-mentioned methods with respect to their potential to depict the transformation of the current inefficient, wasteful, and linear production and consumption model.…”
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Delta IXI: Deployable Structure with Flax Fibre Pultruded Profiles for Architectural Applications—Case Studies in Furniture and Adaptive Facade Systems by Indiana Courarie-Delage, Evgenia Spyridonos, Hanaa Dahy

“…This paper explores the design development and application of novel natural fibre pultruded biocomposite profiles in a deployable system. Development methods include geometrical studies to create a system that transforms from flat to three-dimensional. …”
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A Review on Fiber Properties, Manufacturing, and Crashworthiness of Natural Fiber-Reinforced Composite Structures by Mahaboob Subhani Shaik, Hariharan Sankara Subramanian, Ravi Kumar B., Indran Suyambulingam, P Senthamaraikannan, R. Kumar

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A method for intelligent information extraction of coal fractures based on µCT and deep learning by Zhazha HU, Xun ZHANG, Yi JIN, Linxian GONG, Wenhui HUANG, Jianji REN, Norbert Klitzsch

“…First, the µCT images of coal samples were preprocessed, including improving the image quality using the difference method and increasing the sample size using data augmentation techniques. …”
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Classification of NSCLC subtypes using lung microbiome from resected tissue based on machine learning methods by Pragya Kashyap, Kalbhavi Vadhi Raj, Jyoti Sharma, Naveen Dutt, Pankaj Yadav

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Recent Advances in Fault Diagnosis Methods for Electrical Motors- A Comprehensive Review with Emphasis on Deep Learning by Jawad Faiz, F. Parvin

“…Additionally, it examines different datasets and features used in these methods, highlighting their advantages and limitations. …”
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