Performance degradation assessment method for linear motor feed systems driven by digital twins by Zeqing Yang, Yiding Yao, Wei Cui, Yingshu Chen, Beibei Liu, Yi Jin, Yanrui Zhang, Hongwei Zhao, Guofeng Zhang, Wei Yi, Zonghua Zhang

“…A current simulation dataset for both normal and demagnetization degradation conditions is constructed.In response to the challenges posed by the temporal dependence of operational data and the difficulty of identifying degradation states, and leveraging the superior data transformation capabilities of Gramian Angular Field (GAF), which effectively preserves temporal information, this study proposes a performance degradation assessment model combining GAF encoding with the AlexNet convolutional neural network. …”
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OA-MEN: a fusion deep learning approach for enhanced accuracy in knee osteoarthritis detection and classification using X-Ray imaging by Xiaolu Ren, Xiaolu Ren, Lingxuan Hou, Shan Liu, Peng Wu, Siming Liang, Haitian Fu, Chengquan Li, Ting Li, Yongjing Cheng

“…We propose a deep learning model named OA-MEN, which integrates a hybrid model combining ResNet and MobileNet feature extraction with multi-scale feature fusion. …”
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Image Characteristic-Guided Learning Method for Remote-Sensing Image Inpainting by Ying Zhou, Xiang Gao, Xinrong Wu, Fan Wang, Weipeng Jing, Xiaopeng Hu

“…Specifically, the generator of IGLL consists of a pixel-level reconstruction net (PIRN) and a perception-level reconstruction net (PERN). …”
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Chlamydia cases in women of reproductive age, 2006–2020: an analysis of surveillance data from Southern China by Peizhen Zhao, Peng Liang, Jinshen Wang, Wenqian Xu, Shujie Huang, Cheng Wang

“…City-level factors (population density, net migration rate, and male-to-female sex ratio) were derived from the Guangdong Statistical Yearbook and the Guangdong Health and Family Planning Statistical Yearbook. …”
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Detection of Body Packs in Abdominal CT scans Through Artificial Intelligence; Developing a Machine Learning-based Model by Sayed Masoud Hosseini, Seyed Ali Mohtarami, Shahin Shadnia, Mitra Rahimi, Peyman Erfan Talab Evini, Babak Mostafazadeh, Azadeh Memarian, Elmira Heidarli

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Quantifying leaf symptoms of sorghum charcoal rot in images of field‐grown plants using deep neural networks by Emmanuel M. Gonzalez, Ariyan Zarei, Sebastian Calleja, Clay Christenson, Bruno Rozzi, Jeffrey Demieville, Jiahuai Hu, Andrea L. Eveland, Brian Dilkes, Kobus Barnard, Eric Lyons, Duke Pauli

“…Among the classification models evaluated, EfficientNet‐B3 demonstrated superior performance, achieving an accuracy of 86.97%, a recall rate of 0.71, and an F1 score of 0.73. …”
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Cost-effectiveness analysis of a first-line treatment with cadonilimab plus platinum-based chemotherapy with or without bevacizumab for persistent, recurrent, or metastatic cervica... by Yiling Ding, Chunping Wang, Yamin Shu, Jinglin Wang, Qilin Zhang

“…Cost, life-year, quality-adjusted life-year (QALY), incremental cost-effectiveness ratio (ICER), incremental net health benefit (INHB), and incremental net monetary benefit (INMB) were calculated for 2 treatment strategies. …”
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Research Status and Prospects of Key Technologies for Rice Smart Unmanned Farms by YU Fenghua, XU Tongyu, GUO Zhonghui, BAI Juchi, XIANG Shuang, GUO Sien, JIN Zhongyu, LI Shilong, WANG Shikuan, LIU Meihan, HUI Yinxuan

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Effects of 2010–2045 climate change on ozone levels in China under a carbon neutrality scenario: key meteorological parameters and processes by L. Kang, H. Liao, K. Li, X. Yue, Y. Yang, Y. Wang

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Using LandTrendr to analyze forest disturbance, recovery, and attribution in Hunan province from 2001 to 2024 by Panlin Cao, Zhuo Zang, Meng Zhang, Xu Wang, Xian Tang, Jiahong Xiang, Shu Tang, Jing Wang, Yanan Zhang

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Comparison of Three Sampling Methods for Estimating Grasshopper (Orthoptera, Acrididea) Assemblages in African Rainforests by Charly Oumarou Ngoute, Philène C. A. Um Nyobe, Sévilor Kekeunou, Michel Lecoq

“…Sweep net sampling is widely recognized as the fastest and most commonly used method globally. …”
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OPTIMIZING THE DIAGNOSIS, A MONITORING AND TREATMENT SYSTEM FOR PSORIATIC ARTHRITIS IN REAL PRACTICE: GENERAL PRINCIPLES FOR ORGANIZING AN ALL-RUSSIAN REGISTER OF PATIENTS WITH PSO... by T. V. Korotaeva, Yu. L. Korsakova, E. Yu. Loginova, E. E. Gubar, A. D. Koltakova, E. E. Medved, S. S. Kudishina, A. V. Petrov, M. V. Sedunova, I. N. Pristavsky, E. A. Vasilenko, I. N. Bondareva, I. F. Umnova, P. A. Shesternya, E. L. Nasonov

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The correlation between the intake of coffee and the prevalence of asthma: a dose response meta-analysis and Mendelian randomization study by Deqing Miao, Xiaojie Yuan, Yujia Chen, Xiaogang Yu, Zhe Liu, Fan Zhou, Wen Li, Qian Li, Zhiliang Fan, Yihui Chai

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Hybrid closed-loop systems for managing blood glucose levels in type 1 diabetes: a systematic review and economic modelling by Asra Asgharzadeh, Mubarak Patel, Martin Connock, Sara Damery, Iman Ghosh, Mary Jordan, Karoline Freeman, Anna Brown, Rachel Court, Sharin Baldwin, Fatai Ogunlayi, Chris Stinton, Ewen Cummins, Lena Al-Khudairy

“…The key model inputs are: the net effect on HbA1c the duration of the net effect on HbA1c the model time horizon treatment costs. …”
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Evaluation of the Effectiveness of the UNet Model with Different Backbones in the Semantic Segmentation of Tomato Leaves and Fruits by Juan Pablo Guerra Ibarra, Francisco Javier Cuevas de la Rosa, Julieta Raquel Hernandez Vidales

“…Timely identification of crop conditions is relevant for informed decision-making in precision agriculture. …”
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Prevalence of various psychotic disorders among patients with type 2 diabetes: Real-world evidence from Shanghai, China by Yunxi Ji, Ping He, Yingxia Zhou, Huayan Yao, Yanbin Xue, Renjie Jing, Tingyu Zhang, Wen Sun, Ping Lu, Bin Cui, Weiqing Wang

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Comparison of Different Neonatal Disease Severity Scoring Systems for Predicting Mortality Risk in Neonatal Intensive Care Unit: A Cross-sectional Study by P Selvaraj, KT Muhammed Basheer

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Use of Mnemonics as Teaching and Learning Adjuvant for Ayurveda Undergraduate Students: A Research Protocol by Preeti Sujit Borkar, Bharat Rathi, Monika Luharia, Rushikesh Thakre

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DETERMINANTS OF INTEREST RATES ON CORPORATE DEBT by O. Tereshchenko, M. Stetsko, N. Tkachenko, N. Babiak

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Research on Gamma Image Reconstruction Method Based on Multi-distance System Matrix Superposition by WU Yuan1, 2, , XU Feng1, 2, , ZHOU Yicong1, 2, XIAO Yufeng1, 2, ZHENG Yulai3

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