Dynamic Modeling and Simulation Analysis of Virtual Product Design and Creation Based on OSG Artificial Intelligence Platform by Xiaosong Zou, Tao Tao

“…At the same time, the OSG artificial intelligence platform uses the iterative random sampling method to extract and display the abnormal data in the simulation model, which greatly improves the success rate of ceramic creation. …”
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Deep Generative Modeling Based on VAE-GAN for 3D Indoor Scene Synthesis by Shuai Li, Hongjun Li

“…This framework learns a Gaussian distribution of encoded object attributes through a VAE-GAN network, allowing for sampling and decoding of the distribution to generate new object attributes. …”
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Exploring miR-30b Methylation and MALAT-1 Expression as Diagnostic Biomarkers for Non-Small Cell Lung Cancer by Marziyeh Memarzadeh, Habib Zarredar, Milad Asadi, Armin Sadeghi, Venus Zafari, Shahryar Hashemzadeh, Hamed Sabbagh-Jadid, Mortaza Raeisi

“…Comparisons between groups in internal samples were conducted by paired student's t-test, while Mann-Whitney U test was used to analyze TCGA-LUNG data (P < 0.05).Results: Our results indicated miR-30b hypermethylation, miR-30b downregulation and lncRNA MALAT-1 overexpression in NSCLC tumor samples compared with marginal normal samples. …”
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Initialization of cutting tools and milling paths for 5-axis CNC flank milling of freeform surfaces by Pengbo Bo, Siyu Xue, Xiwen Xu, Caiming Zhang

“…To efficiently manage the vast number of lines, we integrate space voxelization with a discrete distance field for effective line sampling. A graph-based algorithm generates feasible line sequences for motion paths, while path optimization refines a single tool shape across multiple paths simultaneously. …”
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Prevalence and Antimicrobial Resistance Profile of E. coli and Salmonella spp. from Liver and Heart of Chickens by Sharna Halder, Sharmin Chowdhury, Shubhagata Das, M. Sohidullah, Sabuj Kanti Nath, Md. Masuduzzaman

“…Data were analyzed with p-value by using Graph Pad Software. 48 samples were recorded as positive for E. coli and 5 for Salmonella spp. …”
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Study of antifungal susceptibility pattern of various Candida species with reference to conventional and automated methods in a tertiary care hospital by Paulami De, Rehena Sarkar, Raja Ray, Kumkum Bhattacharyya, Hasina Banu, Hirak Jyoti Raj

“…All Candida isolates from various clinical samples during the study period were processed for identification and susceptibility testing by both Automated & Conventional methods with E-strip. …”
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Efficiently charting the space of mixed vacancy-ordered perovskites by machine-learning encoded atomic-site information by Fan Zhang, Li Fu, Weiwei Gao, Peihong Zhang, Jijun Zhao

“…Furthermore, inspired by the observation that all physical properties of mixed systems with limited local environment options can be uniquely determined by the information regarding atomic-site occupation, we developed a method combining data augmentation and a transformer-inspired graph neural network to effectively encodes atomic-site information in mixed systems. …”
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Relationship Between Elastic, Chemical, and Thermal Properties of SiO₂ Flint Aggregate by Lahcen Khouchaf, Abdelhamid Oufakir

“…In order to identify the crystallite sizes for natural SiO₂ before and after chemical treatment samples, Williamson–Hall plots and Scherer’s formulas are used. …”
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Generative inpainting of incomplete Euclidean distance matrices of trajectories generated by a fractional Brownian motion by Alexander Lobashev, Dmitry Guskov, Kirill Polovnikov

“…Our dataset reveals that, in the regime of low missing ratios, data imputation is unique, as the remaining partial graph is rigid, thus providing a reliable ground truth for inpainting. …”
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Effect of diode pumping solid state laser with wavelength 589 nm on gene expression of interlukine-2 and interferon-gamma Lowercase in human T-lymphocytes by Marwa Akram Nafe'a, Nibras Hatim Khamees, Mustafa Salih Ali Almusawi

“…Data was analysed using GraphPad Prism 9. Result: Cellular gene expression of the mediators changed significantly in response to laser irradiation at a variety of dosage parameters, and these effects depended on the wavelength and radiation exposure (p<0.05). …”
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Establishment of rat model for aspiration pneumonia and potential mechanisms by Hanbing Hu, Junfeng Chen, Yiru Shao, Yuedong Tang, Yu Dun, Obulkasim Memet, Xuanrong Bao, Jie Shen

“…Statistical analysis was performed using GraphPad Prism. Results The optimal model involved instillation of 1.5 μL/g.wt HCl (pH = 1) followed by 20 μg/g.wt LPS after 1 h. …”
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Analysis of Hg(II) Metal by Voltammetric Method Using a Carbon Electrode Modified with EDTA from Used Tire Waste by Sukoma Sukoma, Sagir Alva, Eka Safitri, Julinawati Julinawati, Mustanir Mustanir, Syafrizal Fonna, Muhammad Ihsan, Fitri Dara, Meri Dayanti, Ahmad Kamal Arifin, Khairi Suhud

“…Mercury measurements in Sungai Mas water samples, Aceh Barat, using voltammetry and AAS, exceed the threshold set by Indonesian Government Regulation (PPRI) No. 22 of 2021. …”
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Evaluation of interaction among arsenic and Brevibacterium sp. strain CS2 and its proteins profiling by Shahid Sher, Sajjad Ullah, Dilara Abbas Bukhari, Syed Zajif Hussain, Abdul Rehman

“…SEM analysis showed no significant changes in morphology in arsenic stress while EDX analysis proved the arsenite interaction by showing arsenic peaks in the graph. Both glutathione and non-protein thiol showed different responses in the absence and presence of arsenic stress. …”
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cigFacies: a massive-scale benchmark dataset of seismic facies and its application by H. Gao, X. Wu, X. Sun, M. Hou, M. Hou, H. Gao, G. Wang, H. Sheng

“…Guided by the graph, we then implement the three strategies of field seismic data curation, knowledge-guided synthesization, and generative adversarial network (GAN)-based generation to construct a benchmark dataset of 8000 diverse samples for five common seismic facies. …”
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Investigating the expression of HERV-K env, np9, gag, and rec in bladder cancers by Fariba Rafiei, Navid Masoumi, Ebrahim Faghihloo

“…Methods and Materials We collected a total of 42 samples, comprising 21 bladder transitional cell carcinoma (TCC) samples and 21 adjacent normal tissue samples. …”
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The Study of Farnesyl Diphosphate and Squalene Synthase Gene Expression Levels in Artemisia absinthium Exposed to Environmental Gamma Radiation by Sadegh Rahbarnejad, Ali Asghari, Noraddin Hosseinpour Azad, Ehsan Shokri

“…Results: Statistical analysis using GraphPad Prism 10 software showed that the expression levels of both studied genes were higher in samples collected from radioactive points than in non-radioactive points. …”
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MODULATING EFFECT OF THE −158 GΓ (C→T) XMN-1 POLYMORPHISM IN INDIAN SICKLE CELL PATIENTS by Sanjay Pandey, Sweta Pandey, Rahasya Mani Mishra, Renu Saxena

“…Subjects were 60 sickles homozygous and 75 sickle beta thalassemia patients. 5 ml blood   samples collected from patients. Screening of sickle patients done by HPLC. …”
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Robust pose estimation for non-cooperative space objects based on multichannel matching method by Zhaoxiang Zhang, Yuelei Xu, Jianing Song

“…A space object dataset including nine different types of non-cooperative targets with 11,565 samples is developed for model training and evaluation. …”
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Generative AI for drug discovery and protein design: the next frontier in AI-driven molecular science by Uddalak Das

“…Furthermore, we survey advancements in graph-based molecular generative frameworks, LLM-guided protein sequence modeling, and diffusion-based structural prediction pipelines (e.g., RFdiffusion, FrameDiff), which have demonstrated state-of-the-art performance in de novo protein engineering and conformational sampling. …”
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Hierarchical contrastive learning for multi-label text classification by Wei Zhang, Yun Jiang, Yun Fang, Shuai Pan

“…Our approach leverages the contrastive knowledge embedded within label relationships by constructing a graph representation that explicitly models the hierarchical dependencies among labels. …”
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