An Efficient Topology Construction Scheme Designed for Graph Neural Networks in Hyperspectral Image Classification by Yu Zhang, Xin Li, Yaoqun Xu

“…Superpixel-based Graph Neural Networks (GNNs) have achieved remarkable success in hyperspectral image (HSI) classification tasks, primarily due to their ability to capture the implicit topological structure in the data while maintaining low computational complexity by propagating information between spatially adjacent superpixels. …”
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Determination cardinal temperatures seeds germination of two lentil genotype (Lens culinaris Medik) under various priming by Seyed Jalal Azari, Mahdi Parsa, A. Nezami, Reza Tavakkol Afshari, Jafar Nabati

“…Finally, the priming could reduce the cardinal temperatures of both cultivars and increase their germination ability at the lower temperatures.…”
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An Optimized Dual-View Snake Unet Model for Tunnel Lining Crack Detection by Baoxian Li, Hao Xu, Xin Jin, Huaizhi Zhang, Shuo Jin, Qianyu Chen, Fengyuan Wu

“…Experimental results demonstrate the proposed DSUnet achieves a mean Dice coefficient (MDice) of 71.8% and a mean intersection over union (MIoU) of 77.4%. …”
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Deep learning for Parkinson’s disease classification using multimodal and multi-sequences PET/MR images by Yan Chang, Jiajin Liu, Shuwei Sun, Tong Chen, Ruimin Wang

“…A multi-modal and multi-sequence model could further enhance the ability to classify PD.…”
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DeepB3P: A transformer-based model for identifying blood-brain barrier penetrating peptides with data augmentation using feedback GAN by Qiang Tang, Wei Chen

“…Results: The FBGAN model possesses the ability to generate novel BBBP-like peptides, effectively mitigating the data imbalance in BBBP prediction. …”
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A Preliminary Evaluation of the Psychometric Properties of the ARTIC‐10 in Dental Settings: A Cross‐Sectional Study by Freddie O'Donald, Molly Smith, Lindsay‐Jo Sevier‐Guy, Abigail Heffernan

“…This study aimed to evaluate the psychometric properties of the 10‐item Attitudes Related to Trauma‐Informed Care (ARTIC‐10) scale within a UK dental hospital setting and explore its ability to distinguish between staff with and without prior TIC training. …”
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Signal Enhancement Technology Based on Ultrasonic Guided Wave Rail Bottom Crack Detection by HE Jiping, ZHOU Yongjiu, QIN Pei, ZHANG Yan, ZHOU Shouzhen, WANG Ping, ZHOU Wentao, LIU Yong

“…［Objective］ During the propagation of guided waves in rails, there are problems of poor anti-interference ability and severe signal attenuation, which hinder the identification of rail bottom cracks. …”
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An open source, PCR based, point-of-care testing platform by Yaping Xie, Zhou Sha, Shuaiwu Huang, Chiwei Yin, Liangcheng Wan, Jianjun Li, Jiangang Ling, Chang Wu, Lizhong Dai

“…The square of the correlation coefficients of the fitting line between the dye concentration and the fluorescence intensity all exceeded 0.99. …”
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Combined Surfactant and Enzyme-Assisted Extraction of Pectin from Hawthorn (Crataegus monogyna Jacq.) Fruits by Anastasia E. Novikova, Liubov N. Skrypnik

“…The hawthorn pectin demonstrated a good complex-building ability in relation to ions of copper (564 mg Cu2+/g), lead (254 mg Pb2+/g), and cobalt (120 mg Co2+/g). …”
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Assessing the Reliability of the Dynamic-Index of Inspiratory Muscle Strength in Cardiac Surgery Candidates by Bahareh Mehregan Far, Sedigheh Sadat Naimi, Seyed Ahmad Raeissadat, Mohsen Abedi, Mahmood Beheshti Monfared, Alireza Akbarzadeh Baghban

“…One of its advantages is the ability to determine the appropriate load for inspiratory muscle training (IMT) exercises during the hospitalization phase of these patients dynamically without breath-holding. …”
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Content Validity of a New Soccer (Football) Return-to-Play Test: The RONDO-TEST by Sergi Matas, Carlos Lalín, Francisco Corbi, Antoni Planas-Anzano, José M. Moya, Sebastià Mas-Alòs, Xavier Peirau-Terés

“…The content validity was calculated with the Aiken’s V coefficient of acceptance at 0.69 and 95% of confidence interval. …”
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Photocapacitor based on nanocomposite n-InSe<RbNO3> by V. V. Netyaga, V. N. Vodop’yanov, V. I. Ivanov, I. G. Tkachyuk, Z. D. Kovalyuk

“…The developed photoconductor has a high specific electrical capacity, a high coefficient of overlapping of the capacity (≈ 109) in the light, has the ability to accumulate electric charge, it can be used as a low-voltage semiconductor device in optoelectronic memory systems, in photoelectric sensors, in light energy converter and in the storage of electric energy.…”
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Research on Concrete Crack and Depression Detection Method Based on Multi-Level Defect Fusion Segmentation Network by Zhaochen Yao, Yanjuan Li, Hao Fu, Jun Tian, Yang Zhou, Chee-Loong Chin, Chau-Khun Ma

“…In terms of accuracy, the MDFNet Dice coefficient is 92.4%, an improvement of 4.1 percentage points compared to YOLOv11-Seg. …”
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Advanced Computational Methods for Mitigating Shock and Vibration Hazards in Deep Mines Gas Outburst Prediction Using SVM Optimized by Grey Relational Analysis and APSO Algorithm by Xiang Wu, Zhen Yang, Dongdong Wu

“…Moreover, adaptive particle swarm optimization (APSO) was used to optimize the penalty factor and kernel parameters of the support vector machine to improve the global search ability and avoid the occurrence of the local optimal solutions. …”
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Optimizing Energy Efficiency and Sustainability in Winter Climate Control: Innovative Use of Variable Refrigerant Flow (VRF) Systems in University Buildings by Yolanda Arroyo Gómez, Julio F. San José-Alonso, Luis J. San José-Gallego, Javier M. Rey-Hernández, Ascensión Sanz-Tejedor, Francisco J. Rey-Martínez

“…These results underscore the transformative potential of VRF systems in achieving nearly Zero-Energy Building (nZEB) objectives, illustrating their ability to exceed stringent sustainability standards. …”
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Phenotypic yield-attributed traits and phytochemical composition of the flowers from Alcea species in Iran by Yasaman Mashhadi Tafreshi, Ghasem Eghlima, Samad Nejad Ebrahimi

“…The extraordinary diversity in terms of the studied parameters indicates the ability of different Alcea species to be selected and used in breeding, cultivation, and production programs.…”
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A novel MRI-based habitat analysis and deep learning for predicting perineural invasion in prostate cancer: a two-center study by Shuitang Deng, Danjiang Huang, Xiaoyu Han, He Zhang, Hui Wang, Guoqun Mao, Weiqun Ao

“…Receiver operating characteristic curve analysis was performed to evaluate the models’ ability to predict PNI. Results The four habitat models exhibited robust performance in predicting PNI, with area under the curve (AUC) values of 0.862–0.935, 0.802–0.957, and 0.859–0.939 in the training, in-vad, and ex-vad cohorts, respectively. …”
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Morphotropic Phase Boundary Region 0.7BiFeO₃-0.3BaTiO₃ Ceramics Exploration Under the Influence of the Incorporated Sn-Ions for Piezo/Ferro Applications by Ahmad Hussain, Nawishta Jabeen, Imtiaz Ahmad Khan, Muhammad Usman Khan, Muhammad Adnan Qaiser, Zaki I. Zaki, Mohamed E. Khalifa

“…Such outcomes confirm the ability and potential of the BFBT:0.2Sn ceramic composition for high-temperature piezoelectric applications.…”
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Elastocaloric Performance of Natural Rubber: The Role of Nanoclay Addition by Marica Bianchi, Luca Fambri, Mauro Bortolotti, Alessandro Pegoretti, Andrea Dorigato

“…This work investigates the effect of nanoclay addition—specifically natural montmorillonite (MMT) and organo-modified montmorillonite (O-MMT)—on the elastocaloric performance of natural rubber (NR), a promising material for solid-state cooling due to its non-toxicity, low cost, and ability to exhibit large adiabatic temperature changes under moderate stress (~a few MPa). …”
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Analysis of risk factors for the prognosis of proliferative IgA nephropathy and construction of a prediction model by Zhu Feng-bo, Jiang Jun, Ren Wei

“…The variables with the regression coefficient not equal to 0 corresponding to the λ value with the smallest deviation were included in the multivariate Logistic regression model. …”
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