Local and global sensitivity analysis for railway upgrading between hydrogen fuel cell and electrification by Yizhe Zhang, Zhongbei Tian, Kangrui Jiang, Stuart Hillmansen, Clive Roberts

“…Without a sensitivity analysis, it is difficult for us to determine the influence relationship between each parameter and cost, resulting in a waste of cost when choosing a line reconstruction method. In addition, by analyzing the sensitivity of different parameters to the cost, the primary optimization direction can be determined to reduce the cost. …”
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A hue-preserving unsharp masking with adjustable saturation using logarithmic ratio operations by Mashiho Mukaida, Aoi Kamehara, Takanori Koga, Noriaki Suetake

“…The effectiveness and validity of the proposed method are demonstrated by comparing it with previous methods using various images. …”
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Prácticas de enseñanza en la educación de Enfermería: Encuentro entre lo disciplinar y lo pedagógico by Dianne Sofía González Escoba, Olga Marina Vega Angarita, Gloria Esperanza Zambrano Plata

“…Teaching practices between disciplinary and pedagogical knowledge; 3. Teaching methods between tradition and innovation. Conclusions: Teaching methods represent the most frequently addressed topic in educational research across different contexts. …”
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An attention mechanism and fully connected layer-based dual-branch network for bioluminescent tomographic reconstruction by Lin Wang, Chenrui Pan, Minghua Zhao, Xin Cao, Xueli Chen

“…AMDB subnetwork is used for deep feature extraction, and captures feature information from different perspectives in parallel. Each branch of the AMDB subnetwork is composed of four AM subnets, which extract features through multilayer linear transformations and attention mechanisms. …”
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Communicative potential of the library: experience of Bibliofest-2025 as part of the cultural mission of the school by Dina M. Popovich, Yana A. Kravchuk

“…In the process of testing the event, event pedagogy methods were developed and their educational and educational effects were assessed. …”
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Assessing the readiness of russian industrial enterprises for digital integration in the new economic conditions by N. M. Abdikeev, O. V. Kozhevina

“…Integration processes ensure the progressive growth of the national economy, especially reckoning the factors of the crisis and the imbalance of the socio-economic environment in different forms of manifestation, including those caused by sanctions restrictions. …”
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Comparison of Relative and Absolute Abundance and Biomass of Freshwater Phytoplankton Taxa Using Metabarcoding and Microscopy by Ivan S. Mikhailov, Yurij S. Bukin, Alena D. Firsova, Darya P. Petrova, Yelena V. Likhoshway

“…Absolute abundance/biomass of phytoplankton taxa estimated by metabarcoding was obtained by combining relative abundances of amplicon sequence variants (ASV produced by error‐correcting method) derived from the V8–V9 region of 18S rRNA gene amplicon sequencing (primers were used that accurately represented the mean relative abundance of different microalgae) with total or class‐specific abundance/biomass of phytoplankton estimated by light microscopy. …”
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High-Quality Damaged Building Instance Segmentation Based on Improved Mask Transfiner Using Post-Earthquake UAS Imagery: A Case Study of the Luding Ms 6.8 Earthquake in China by Kangsan Yu, Shumin Wang, Yitong Wang, Ziying Gu

“…UAS imagery has a high spatial resolution, but the resolution is inconsistent between different flight missions. These factors make it challenging for existing methods to accurately identify individual damaged buildings in UAS images from different scenes, resulting in coarse segmentation masks that are insufficient for practical application needs. …”
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Robust Registration of Multimodal Remote Sensing Images Using Self-Similar Adjacent Self-Convolutional Feature by Tian Gao, Chaozhen Lan, Liang Lv, Qunshan Shi, Wenjun Huang, Yiqiao Wang, Zhizhen Mu

“…Based on this, a rapid structural similarity measurement method (<inline-formula><tex-math notation="LaTeX">$\text{Fast}-\text{SSIM}_{\text{SASF}}$</tex-math></inline-formula>) is proposed, which utilizes 3-D fast Fourier transform techniques to enhance image matching efficiency. …”
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SARS-CoV-2 Replication Revisited: Molecular Insights and Current and Emerging Antiviral Strategies by Bryan John J. Subong, Imelda L. Forteza

“…This review consolidates contemporary molecular insights into viral replication and rigorously assesses treatment methods at different phases of viruses’ clinical development. …”
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IFRS Statements and Managerial Accounting Principles: Harmonization Potential by Yuliya Andreevna Shcheglovskaya

“…The following trends were revealed as a result of research: the need for integrated information base; the shift in focus to IFRS and financial accounting methods because of the lack of managerial accounting regulated environment; companies` business model transformation; the need for managerial accounting due to IFRS. …”
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Genome Array on Differentially Expressed Genes of Skin Tissue in Cashmere Goat at Early Anagen of Cashmere Growth Cycle Using DNA Microarray by Jiang DI, Xin-ming XU, Lazate Ainiwaer, Yan-hua ZHANG, Ke-chuan TIAN, Li-juan YU, Wei-wei WU, Hanikezi Tulafu, Xue-feng FU, Marzeya Yasen

“…Significance analysis of microarray (SAM) methods was used to identify the differentially expressed genes, Hierarchical clustering was performed to clarify these genes in association with different cashmere growth stages, and GO (Gene ontology) and the pathway analyses were con-ducted by a free web-based Molecular Annotation System3.0 (MAS 3.0). …”
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THE INFLUENCE OF INSTITUTES FOR PUBLIC PARTICIPATION ON NONCONFORMIST BEHAVIOR OF MODERN RUSSIAN YOUTH by O. Yu. Otrokov

“…The analysis of the influence of various institutions of civic participation on the degree of manifestation of youth nonconformism and its transformation into other forms of behavior is carried out.Social and political requirements of youth are changing rapidly, at the same time transforming methods of work with this group of citizens. …”
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Monitoring Vegetation Dynamics in Desertification Restoration Areas of Wuzhumuqin Grassland Ecosystem by Fuguang Yang, Zhiguo Wang, Yongguang Zhai, Xiangli Yang, Tengfei Bao, Yonghui Wang

“…The kernel Normalized Difference Vegetation Index-position-temporal awareness transformer (<i>kNDVI</i>-PT-Former) model monitoring method based on two-phase remote sensing image features combined with <i>kNDVI</i> for spatio-temporal feature extraction can accurately obtain the vegetation changes in desertification ecological restoration in Wuzhumuqin grassland. …”
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Self‐Supervised Pre‐Training and Few‐Shot Finetuning for Gas‐Bearing Prediction by Long Han, Xinming Wu, Renjie Chen, Yunhua Shi, Zhanxuan Hu, Huijing Fang

“…We use the iTransformer's self‐attention mechanism to calculate attribute weights for selection, and through extensive experiments, we developed a windowed multi‐attribute data input method that incorporates neighboring information to ensure lateral consistency. …”
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Experimental Study of Simultanoeus Transmission of a Light Wave and an Ultrasonic Wave in an Optical Fiber with the Use of a Mach-Zehnder Interferometer by Sylwia MUC, Tadeusz GUDRA, Elżbieta BEREŚ-PAWLIK

“…This paper presents measurement results for different methods of delivering ultrasonic waves to the optical fiber, i.e. using radial vibrations of a piezoelectric disk or longitudinal vibrations generated by a sandwich ultrasonic transducer with a velocity transformer. …”
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Occurrence phase and gas-bearing evolution of deep coalbed methane by Shuheng TANG, Zhaodong XI, Songhang ZHANG, Fenjin SUN, Lijiang DUAN, Wenguang TIAN, Meizhu WANG

“…The differential structural evolution experienced by coalbed methane reservoirs is an important factor that leads to significant differences in the gas bearing characteristics of deep coal seams in different blocks or even within the same block. …”
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Multi-Objective Optimization Scheduling for Electric Vehicle Charging and Discharging: Peak-Load Shifting Strategy Based on Monte Carlo Sampling by Jian Zheng, Jinglan Cui, Zhongmei Zhao, Guocheng Li, Cong Wang, Zeguang Lu, Xiaohu Yang, Zhengguang Liu

“…For charge and discharge optimization, an EV charge and discharge scheduling model is constructed, aiming to balance multiple objective functions, including battery degradation costs, user charging costs, grid load fluctuations, and peak-to-valley differences. The weighting method is applied to transform the multi-objective framework into a single-objective comprehensive solution, facilitating the identification of optimal charge and discharge strategies. …”
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ViT–KAN Synergistic Fusion: A Novel Framework for Parameter- Efficient Multi-Band PolSAR Land Cover Classification by Songli Han, Dawei Ren, Fan Gao, Jian Yang, Hui Ma

“…This innovative architecture effectively captures global spatial–spectral correlations through ViT’s cross-band self-attention mechanism and achieves parameter-efficient decision-level probability space mapping using KAN’s spline basis functions. The proposed method significantly enhances the model’s generalization capability across different band combinations. …”
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A labeled medical records corpus for the timely detection of rare diseases using machine learning approaches by Matias Rolando, Victor Raggio, Hugo Naya, Lucia Spangenberg, Leticia Cagnina

“…Applying various supervised ML methods, including logistic regression, decision trees, support vector machine (SVM), deep learning methods (LSTM and CNN), and Transformers (BERT), we validated the use of the proposed resource, achieving 92.7% F-measure and a 96% AUC using SVM. …”
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