EnGCI: enhancing GPCR-compound interaction prediction via large molecular models and KAN network by Weihao Liu, Xiaoli Li, Bo Hang, Pu Wang

“…Large molecular models, due to their ability to capture detailed structural and functional information, have shown promise in enhancing the predictive accuracy of downstream tasks. …”
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Identification of potential diagnostic markers and molecular mechanisms of asthma and ulcerative colitis based on bioinformatics and machine learning by Chenxuyu Zhang, Chenxuyu Zhang, Zheng Luo, Liang Ji

“…Weighted Gene Coexpression Network Analysis (WGCNA) identified UC-associated gene modules. Shared genes between asthma and UC were derived by intersecting DEGs with UC-associated modules, followed by functional enrichment and protein-protein interaction (PPI) analysis. …”
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Analysis of Communication Compression and Transmission in a Multimedia and Internet of Things Environment Integrating Scene Elements by Jia Jia, Guohua Wu

“…In addition, this paper designs a communication compression transmission system in a multimedia and Internet of Things environment integrating scene elements and builds system function modules and system processes. Finally, this paper verifies the performance of the proposed system by means of simulation experiments. …”
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An UPQC Based on Thyristor and Ultra Capacitor by REN Lei, JIANG Qirong, WEI Yingdong, TIAN Yusheng

“…A new type of UPQC was proposed, which was added bidirectional thyristor, ultra energy storage and bidirectional DC-DC converter modules, removed the series inverter of traditional UPQC, namely increasing the voltage compensation function. …”
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Modeling processes for preparing high-tech production using the virtual enterprise concept by Liudmyla Lutai

“…The purpose of the publication is to study the stage of preparing the production of complex technical products to synthesize the architecture of a multi-level component model of the product by creating functional modules for preparing the production of high-tech products, as well as to develop a set of mathematical models that ensure the formation of a portfolio of orders and the selection of performers for its implementation; selection of suppliers for fulfilling orders by manufacturing enterprises; risk assessment of a virtual enterprise project. …”
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Identification and validation of CKAP2 as a novel biomarker in the development and progression of rheumatoid arthritis by Qiongbing Zheng, Qiongbing Zheng, Youmian Lan, Jiexin Chen, Ling Lin, Ling Lin

“…Differentially expressed gene (DEG) analysis, functional enrichment analysis, and weighted gene co-expression network analysis (WGCNA) identified key gene modules in RA. …”
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XModNN: Explainable Modular Neural Network to Identify Clinical Parameters and Disease Biomarkers in Transcriptomic Datasets by Jan Oldenburg, Jonas Wagner, Sascha Troschke-Meurer, Jessica Plietz, Lars Kaderali, Henry Völzke, Matthias Nauck, Georg Homuth, Uwe Völker, Stefan Simm

“…The Explainable Modular Neural Network (XModNN) enables the identification of biomarkers, facilitating the classification of diseases and clinical parameters in transcriptomic datasets. The modules within XModNN represent specific pathways or genes of a functional hierarchy. …”
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Sialyltransferase-related genes as predictive factors for therapeutic response and prognosis in cervical cancer by Jia Shao, Can Zhang, Yaonan Tang, Aiqin He, Xiangyan Cheng

“…Further reverse-transcription quantitative PCR and Transwell assays were performed to verify the expression and potential function of the screened key genes. Results Mutation of 14 SiaTs was seen in CC. …”
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Integrated proteomics and metabolomics network analysis across different delivery modes in human pregnancy: a pilot study by Yun Huang, Yanyan Ni, Yu Meng, Xiaojing Zeng, Xiaoqing He, Lin Zhang, Jun Zhang

“…KEGG enrichment analyses were performed to investigate the biological function of the identified modules. Integrative multiomics analysis was employed to examine the biological interplay between proteomic and metabolic interactions. …”
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Telerehabilitation Guidelines for Patients with Breast Cancer (Ukrainian Language Edition) by Oleksandr A. Vladymyrov, Tetiana V. Semykopna, Dmytro V. Vakulenko, Oksana V. Syvak, Mykola M. Budnyk

“…It details the Telerehabilitation Platform, describing its structural and functional components, including software modules and administrative subsystems. …”
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Immune Microenvironment Characterization and Machine Learning-Guided Identification of Diagnostic Biomarkers for Ulcerative Colitis by Zheng Q, Wang L, Zhang Y, Peng J, Hou J, Wang H, Ma Y, Tang P, Li Y, Li H, Chen Y, Li J, Chen Y

“…WGCNA identified three immune cell-associated gene modules, among which the MEblue, MEturquoise, and MEgrey modules were highly correlated with aberrant immune cells. …”
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Low‐entropy‐penalty synthesis of giant macrocycles for good self‐assembly and emission enhancement by Xiao‐Na Sun, Ao Liu, Kaidi Xu, Zhe Zheng, Kai Xu, Ming Dong, Bo Ding, Jian Li, Zhi‐Yuan Zhang, Chunju Li

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Comparative Analysis of Two Mathematical Models of Single Diode Photovoltaic Cells for Extracting PV Parameters Using Levenberg – Marquardt Algorithm by Chahet Youssef, Mimouni Abdelmalek, Bouaichi Abdellatif, El Amraoui Mohamed, El Amrani Aumeur, Bejjit Lahcen

“…In this present study, two mathematical models derived from the single-diode model of photovoltaic (PV) cells and modules are evaluated. Moreover, the two mathematical approaches are investigated for the reduced single-diode model and the reduced single-diode combined to Lambert W-function model. …”
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Combinatorial depletion analysis to assemble the network architecture of the SAGA and ADA chromatin remodeling complexes by Kenneth K Lee, Mihaela E Sardiu, Selene K Swanson, Joshua M Gilmore, Michael Torok, Patrick A Grant, Laurence Florens, Jerry L Workman, Michael P Washburn

“…This approach revealed that SAGA/ADA is composed of five distinct functional modules, which can persist separately. Furthermore, we identified a novel subunit of the ADA complex, termed Ahc2, and characterized Sgf29 as an ADA family protein present in all Gcn5 histone acetyltransferase complexes. …”
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Super-Resolution Reconstruction Method of Face Image Based on Attention Mechanism by Chenglin Yu, Hailong Pei

“…In order to alleviate the defects of MAE loss function, a special Huber loss function is introduced in the algorithm. …”
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Simulation of the of the DeepLabv3 neural network learning process for the agricultural fields segmentation by A. F. Rogachev, I. S. Belousov

“…Approximations of the learning curve by the modified Johnson function are obtained by the methods of least squares and least modules.Result. …”
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Exploring the Genetic Networks of HLB Tolerance in Citrus: Insights Across Species and Tissues by Rodrigo Machado, Sebastián Moschen, Gabriela Conti, Sergio A. González, Máximo Rivarola, Claudio Gómez, Horacio Esteban Hopp, Paula Fernández

“…These modules revealed significant enrichment in biological pathways related to stress responses, metabolic reprograming, ribosomal protein synthesis, chloroplast and plastid function, cellular architecture, and intracellular transport. …”
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W-QPM: mobile Wap-platform for plant quarantine by ZHANG Xiao-bin, CHENG Jia-an

“…W-QPM consists of 5 functional modules, including basic information for quarantine pests; online query and identification; expert consultation and contact information for quarantine organizations. …”
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Design of the Initiative Parameterization Accurate 3D Model of ZA Worm gear and Worm by Liu Guangwu, Hou Hongsheng, Tang Yangyang

“…The tooth surface of worm gear of ZA-type worm gear and worm transmission is spatial conjugate surface of complex worm cylindrical spiral surface,the mathematical equations describing of the worm gear tooth surface is complex,parametric accurate modeling is difficult.According to the principle of worm hob enveloping machining worm tooth surface,collaborative using the PDG,GSD,ASD,DMU SPA,DMU KIN 5functional modules and knowledge tools of CATIAV5 platform,the method of control the affine parameter family of curves to create a leading multi-section composite configuration 3Ddigital modeling used for precise parametric digital modeling of the ZA worm gear is proposed,a controllable parameter modeling processes with the negative feedback control of the contact analysis of the static and dynamic area is constructed,a foundation of accurate parametric 3Ddigital modeling for worm gear and worm transmission CAE advanced analysis is laid.…”
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Research on Supply Chain Cost Control Method of Intelligent Manufacturing Enterprise Based on Improved IQC Algorithm by Yang Shang

“…In addition, on the basis of the improved algorithm, this paper constructs an intelligent supply chain cost control system, evaluates its functional modules, sets up the system architecture, and analyzes the performance of the system in combination with experimental research. …”
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