A Novel Depression Risk Prediction Model Using NHANES Data With Mendelian Randomization Validation by Lin Lin, Liqun Zhang, Jingdong Zhang, Dapeng Ding

“…Conclusions Model 2, selected for its predictive accuracy and streamlined complexity, presents a pragmatic instrument for large‐scale population screenings, facilitating timely intervention and therapeutic strategies.…”
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Evaluation of the effect of DRG payment policy based on interrupted time series modeling: evidence from a tertiary hospital in Anhui Province by Guangju Mo, Erchang Zhu, Xinlei Fang, Jingbo Ma, Sijing Kong, Xuan Guo, Zheng Lu

“…While the DRG reform holds promise for enhancing healthcare efficiency and controlling costs, potential negative effects such as patient selection bias and coding changes need to be monitored. …”
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Comprehensive synthesis and anticoagulant evaluation of a diverse fucoidan library by Si-Cong Chen, Xianjin Qin, Nanyu Xiong, Lisha Lin, Yanfen Wu, Qin Li, Dongyue Sun, De-Cai Xiong, Cassandra E. Callmann, Mingyi Wu, Xin-Shan Ye

“…However, the structural complexity and heterogeneity of naturally extracted fucoidan have hindered a comprehensive understanding of its structure-activity relationship, limiting the development of fucoidan-based anticoagulant drugs. …”
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Methanol as a High Purity Hydrogen Source for Fuel Cells: A Brief Review of Catalysts and Rate Expressions by Madej-Lachowska Maria, Kulawska Maria, Słoczyński Jerzy

“…In this process Cu-based complex catalysts proved to be the best. In presented work kinetic equations from available literature and catalysts are reported. …”
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Cognitive Mechanisms Underlying the Influence of Facial Information Processing on Estimation Performance by Xinqi Huang, Xiaofan Zhou, Mingyi Xu, Zhihao Liu, Yilin Ma, Chuanlin Zhu, Dongquan Kou

“…In the estimation task, participants used either the down-up or up-down problem to select approximate answers. In Experiment 1, we found that negative emotions impair estimation performance, while positive and consistent emotions have a facilitating effect on estimation efficiency. …”
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Methods for Isolation and Purification of Murine Liver Sinusoidal Endothelial Cells: A Systematic Review. by Jeremy Meyer, Carmen Gonelle-Gispert, Philippe Morel, Léo Bühler

“…The correlations between the prevalence of some steps and the efficiency of LSEC isolation were also identified. We found that centrifugal elutriation, selective adherence and, more recently, magnetic-activated cell sorting were used for LSEC purification. …”
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A Review of Physics-Based, Data-Driven, and Hybrid Models for Tool Wear Monitoring by Haoyuan Zhang, Shanglei Jiang, Defeng Gao, Yuwen Sun, Wenxiang Bai

“…They still have difficulty adapting to complex machining conditions. In this paper, physics-based and data-driven TWM models are first reviewed in detail, including the factors that affect tool wear, typical data-based models, and methods for extracting and selecting features. …”
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GA-VAE: Enhancing Local Feature Representation in VQ-VAE Through Genetic Algorithm-Based Token Optimization by Jinghui Jiang, Dongjoon Kim, Bohyoung Kim, Yeong-Gil Shin

“…While VQ-VAE models have shown promise in learning discrete latent representations for complex data distributions, their performance is often limited by underutilized tokens in the codebook, particularly those representing local features, resulting in incomplete feature capture. …”
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Sortilin‐Mediated Rapid, Precise and Sustained Degradation of Membrane Proteins via mRNA‐Encoded Lysosome‐Targeting Chimera by Xin Chang, Xinyu Qiu, Xiaoning Tong, Shaoju Gan, Weicheng Yi, Sitao Xie, Xiangsheng Liu, Chao Zuo, Weihong Tan

“…This MedTAC strategy establishes sortilin as a selective and efficient shuttle for targeted protein degradation, offering a scalable, rapidly producible platform for biochemical research and precise therapeutic applications.…”
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A Methodology for the Feasibility Assessment of Using Crop Residues for Electricity Production Through GIS-MCD and Its Application in a Case Study by Fernando Bruno Dovichi Filho, Laura Vieira Maia de Sousa, Electo Eduardo Silva Lora, José Carlos Escobar Palacio, Pedro Tavares Borges, Regina Mambeli Barros, René Lesme Jaen, Marcelo Risso Errera, Quelbis Roman Quintero

“…The last Intergovernmental Panel on Climate Change reports recommend a shift to renewables and a more energy-efficient economy. To fulfill the potential of bioenergy, tools are required to overcome the complexities of the decision-making processes for viable projects. …”
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A Fast Method of Cell Image Fusion Based on Content Analysis by JIAN Fu-rong, GAO Yu-dong, DING Bo, HE Yong-jun

“…This method only performs complex fusion operation on the group cells，and effectively reduces the time complexity of the operation. …”
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Variable neighbourhood search for connected graphs of fixed order and size with minimal spectral radius by Kristina Kostić, Zorica Dražić, Aleksandar Savić, Zoran Stanić

“…The search efficiently results in solutions that are (in a precise sense) close to the optimal ones, i.e. to minimizers.…”
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Synthetic Pre-miRNA-Based shRNA as Potent RNAi Triggers by Kazuya Terasawa, Kazuharu Shimizu, Gozoh Tsujimoto

“…We demonstrated that chemically synthetic pre-miRNA-based shRNAs have more potent RNAi activity than their corresponding siRNAs and found that their antisense strands are more efficiently incorporated into the RNA-induced silencing complex. …”
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Dual-Mode, Dual-Polarization Fully-Woven Textile Antenna for Simultaneous Wireless Information and Power Transfer Applications in the 2.4 GHz Band by Miguel Fernandez, Carlos Vazquez, Samuel Ver Hoeye

“…The first port is implemented with an offset T-match structure, to which a singlediode rectifier is connected. The selected feeding technique allows to obtain complex-conjugate impedance matching with the rectifier and right-hand circular polarization for the wireless power transfer mode. …”
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Innovation and Technology in Urban Transformation: An Analysis of Frameworks, Stakeholders, and Key Performance Indicators for the Development of Smart Cities by González Rubio Isaura, Rolón Julio C., López-Leyva Santos, Bermúdez Juan Carlos

“…Based on this analysis, we outline adaptable frameworks for potential application in Mexican cities, identifying priority areas and criteria for selecting and prioritizing key performance indicators (KPIs) like technology use, energy efficiency, and social inclusion. …”
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Morphofunctional Traits and Pollination Mechanisms of Coronilla emerus L. Flowers (Fabaceae) by Giovanna Aronne, Manuela Giovanetti, Veronica De Micco

“…Pollinators land on the complex of keel and wings, trigger the protrusion of pollen and finally of the stigma from the keel tip. …”
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Rapid and simple on-site salmonella detection in food via direct sample loading using a lipopolysaccharide-imprinted polymer by Solpa Lee, Hyunsoo Kim, Minwoo Kim, Ryun Kang, Inje Lim, Yongwoo Jang

“…Polydopamine (PDA) was used as the polymer matrix because of its cost-efficiency and functional versatility. The sensor demonstrated high sensitivity and selectivity, with a detection limit of 10 CFU/mL and a linear response over the 10²–10⁸ CFU/mL range. …”
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Evaluation of snow-drifting influencing factors and susceptibility of transportation infrastructure lines by Pengxiang Li, Aiying Gao, Mingzhou Bai, Shumao Qiu

“…The use of the GA-BP algorithm effectively captured the complex nonlinear relationships among various factors, producing evaluation results highly consistent with real-world conditions. …”
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A Firefly Algorithm and Elite Ant System-Trained Elman Neural Network for MPPT Algorithm of PV Array by Yan Zhang, Ya-jun Wang, Han Li, Jia-Bao Chang, Jia-qi Yu

“…Furthermore, MATLAB/Simulink is adopted to acquire the datasets of irradiance, temperature, and maximum voltage and validate the reliability and superiority of the proposed algorithm under complex atmospheric conditions. The tracking characteristic, response speed, and efficiency of the proposed MPPT algorithm are contrasted with the particle swarm optimization (PSO), ant colony optimization (ACO), ACO-artificial neural network (ACO-ANN), and PSO-RBF neural network (PSO-RBNFNN) algorithm via simulation. …”
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Using SDPC for Visual Exploratory Analysis of Semiconductor Production Line Sensor Data by Xinxiao Li, Xian-Hua Han, Yongqing Sun

“…SDPC employs a server–client architecture that efficiently visualizes sensor data in real time by dynamically selecting dimensions and down-sampling data based on user interactions. …”
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