Prediction of teaching quality in the context of smart education: application of multimodal data fusion and complex network topology structure by Chunzhong Li, Chenglan Liu, Wenliang Ju, Yuanquan Zhong, Yonghui Li

“…Firstly, the article utilized a score management system and intelligent cameras to collect multimodal learning data; then, the original signal was decomposed into detail layers and approximation layers of different frequencies using wavelet transform, and high-frequency detail layers were processed for denoising through threshold functions; afterwards, in order to reduce the network size and parameters, attention mechanism was applied to screen the input features of the neural network; using students, teachers, and learning resources as network nodes, the connections between nodes were analyzed and a complex network topology structure was constructed; then, attention mechanism was used to fuse multimodal data, assigning different weights to each modality, integrating educational information, and highlighting key information in the prediction task. …”
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A POD-Based Reduced-Dimension Method for Solution Coefficient Vectors in the Crank–Nicolson Mixed Finite Element Method for the Fourth-Order Parabolic Equation by Xiaohui Chang, Hong Li

“…This clearly demonstrates the significant advantage of the RDCNMFE method in saving computational resources.…”
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Exploring habitat‐density relationships and model transferability for an alpine bird using abundance models by Håkon Brandt Fjeld, Jan Eivind Østnes, Erlend B. Nilsen

“…Abstract Because resources for monitoring and conservation are often limited, a primary objective in applied ecological research is to predict key state variables in one context (the prediction context) using models fitted to data collected in another context (the estimation context). …”
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Growth Performance, Feed Intake and vegf121 Gene Expression Feature of Dwarf Cyprinus carpio rubrofuscus by Shuozhen CHEN, Dongmei MA, Zaixuan ZHONG, Jiajia FAN, Huaping ZHU, Huanhuan SU

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Isolation and Identification of Alkaloid Genes from the Biomass of <i>Fritillaria taipaiensis</i> P.Y. Li by Nong Zhou, Chun-Mei Mei, Fu-Gui Chen, Yu-Wei Zhao, Ming-Guo Ma, Wei-Dong Li

“…Li is a valuable traditional Chinese medicinal herb that utilizes bulbs as medicine, which contain multiple alkaloids. …”
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Hand–Eye Separation-Based First-Frame Positioning and Follower Tracking Method for Perforating Robotic Arm by Handuo Zhang, Jun Guo, Chunyan Xu, Bin Zhang

“…Additionally, the GIoU loss function is introduced to replace the traditional IoU, further optimizing bounding box regression through the calculation of the minimum enclosing box. …”
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TOP: A Combined Logical and Physical Obfuscation Method for Securing Networks-on-Chip Against Reverse Engineering Attacks by Mona Hashemi, Siamak Mohammadi, Trevor E. Carlson

“…First, our centralized approach combines power-gating and structure obfuscation, ensuring efficiency and scalability to corrupt the function and traffic pattern of the network when an incorrect key is presented. …”
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Ecological Dynamics of Forest Stands with <i>Castanopsis argentea</i> (Blume) A.DC. in a Mountain Ecosystem: Vegetation Structure, Diversity, and Carbon Stock Under Tourism Pressur... by Reny Sawitri, Nur Muhammad Heriyanto, I Wayan Susi Dharmawan, Rozza Tri Kwatrina, Hendra Gunawan, Raden Garsetiasih, Mariana Takandjandji, Anita Rianti, Vivin Silvaliandra Sihombing, Nina Mindawati, Pratiwi, Titi Kalima, Fenky Marsandi, Marfuah Wardani, Denny, Dodo

“…Its population is limited, and as a valuable biological resource, <i>Castanopsis</i> has traditionally been utilized by indigenous communities, particularly those residing in proximity to the forest. …”
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Thyroid disease classification using generative adversarial networks and Kolmogorov-Arnold network for three-class classification by Aysel Topşir, Ferdi Güler, Ecesu Çetin, Mehmet Furkan Burak, Melih Ağraz

“…Abstract Thyroid disease classification is a critical challenge in medical diagnostics, requiring accurate differentiation between hyperthyroidism, hypothyroidism, and normal thyroid function. This study introduces an advanced machine learning approach that integrates generative adversarial networks (GANs) for data augmentation and Kolmogorov-Arnold networks (KANs) for classification. …”
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Characterizing the magnetic noise power spectrum of dark spins in diamond by Ethan Q Williams, Chandrasekhar Ramanathan

“…We develop techniques utilizing harmonics of the CPMG filter function to improve characterization of high-frequency signals, which we demonstrate on the ^13 C nuclear Larmor frequency. …”
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Estimating the Economic and Clinical Value of Reducing Antimicrobial Resistance to Three Gram-negative Pathogens in Japan by Tetsuya Matsumoto, Oliver Darlington, Ryan Miller, Jason Gordon, Phil McEwan, Takahisa Ohashi, Amer Taie, Akira Yuasa

“…Clinical and economic outcomes were assessed as a function of varying AMR levels of three Gram-negative pathogens in Japan by up to 100% of the current level…”
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Metallography Specimen Mounting Device Suitable for Industrial or Educational Purposes by Alfredo Márquez-Herrera

“…The device is designed to produce high-quality polymer encapsulated samples that rival those obtained from commercial equipment ($5000–$10,000 USD). Utilizing the House of Quality (HoQ) framework within Quality Function Deployment (QFD), the device prioritizes critical customer requirements, including safety (validated via finite element method, FEM), affordability, and compatibility with standard hydraulic presses. …”
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Unraveling Cordia myxa’s anti-malarial potential: integrative insights from network pharmacology, molecular modeling, and machine learning by Yufei Miao, Wenkang Liu, Sarah Mohammed Saeed Alsallameh, Norah A. Albekairi, Ziyad Tariq Muhseen, Christopher J. Butch

“…This study establishes a groundwork for comprehending the function of the anti-malaria action of C. myxa.…”
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Development and optimization of a neural network model using genetic algorithm to predict the performance of a packed bed reactor treating sulphate-rich wastewater by Manoj Kumar, Rohil Saraf, Shishir Kumar Behera, Raja Das, Mansi Aliveli, Arindam Sinharoy, Eldon R. Rene, Ravi Krishnaiah, Kannan Pakshirajan

“…Using genetic algorithm (GA) with appropriate objective functions, optimal sets of inputs were obtained to ensure maximum RE at a minimum HRT. …”
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Chromosome-level genome assembly of the parasitoid wasp Aenasius arizonensis by Wan-Ying Dong, Tian-Yu Huang, Sheng-Yuan Zhao, Juan Zhang, Yang Lei, Jun Huang, Zhong-Shi Zhou, Yao-Bin Lu

“…Genome annotation reveals 11,727 protein-coding genes, with 10,842 (92.45%) genes functionally annotated. In summary, our chromosome-level genome assembly serves as a significant resource for advancing research on Encyrtidae parasitoids.…”
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A Study on the Possibility of Molecular Communication between Honey Bees and Sunflower through the Interspecies Transfer of Small RNAs by Leila Gharehdaghi, Gholamhosein Tahmasbi, Taher Harkinezhad

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Contribution of health system governance in delivering primary health care services for universal health coverage: A scoping review. by Resham B Khatri, Aklilu Endalamaw, Daniel Erku, Eskinder Wolka, Frehiwot Nigatu, Anteneh Zewdie, Yibeltal Assefa

“…<h4>Conclusion</h4>PHC service delivery is closely linked to HSG functions, which include formulating strategic policies and plans responsive to evolving epidemiological and demographic needs, utilizing digital tools, decentralizing resources, and fostering multisectoral actions. …”
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Carbon Sequestration Potential of Paddy Soil in China under the Carbon Peaking and Carbon Neutrality Goals by Longlong Bai, Yaqi Sheng, Lili Xu, Xiang Gao, Yongxin Zhang, Jinsong Deng

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NUDT1 Could Be a Prognostic Biomarker and Correlated with Immune Infiltration in Clear Cell Renal Cell Carcinoma by Yongshuai Lin, Facai Zhang, Yinling Jin, Quliang Zhong, Weiwei Tan, Jinyang Liu, Zhiping Wu

“…Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) were utilized to explore the function of differential genes in low- or high-expression group of NUDT1. …”
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Insights from lncRNAs Profiling of MIN6 Beta Cells Undergoing Inflammation by Chuntao Sun, Lihua Xue, Ziyang Zhu, Fan Zhang, Ruixue Yang, Xuewen Yuan, Zhanjun Jia, Qianqi Liu

“…Additionally, a lncRNA-mRNA coexpression network was constructed to predict the interactions between the most strikingly regulated lncRNAs and mRNAs. This study may be utilized as a background or reference resource for future functional studies on lncRNAs related to the diagnosis and development of new therapies for T1DM.…”
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