Efficient Visual-Aware Fashion Recommendation Using Compressed Node Features and Graph-Based Learning by Umar Subhan Malhi, Junfeng Zhou, Abdur Rasool, Shahbaz Siddeeq

“…By leveraging its ability to capture latent visual features and neighborhood-based learning, VAGCN thoroughly investigates item compatibility across various categories. …”
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PROBLEMS OF OUTCOMES CHOICE FOR THE ASSESSMENT OF REHABILITATION PROGRAMS EFFICIENCY IN PATIENTS AFTER STROKE AND CRANIOCEREBRAL INJURY by V. S. Dombrovskiy, V. V. Omelyanovskiy

“…this article considers the appropriateness of surrogate points and endpoints utilization as evaluation criteria for rehabilitation programs efficiency in patients after stroke, craniocerebral injury or other CNS diseases (e.g. tumors, neuroinfections etc.) in Russian Federation. …”
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Efficiency of Using Local Propolis as A Preservative in Buffalo Milk Against Escherichia coli Contamination by Luma Alzaidi, Basima Mohammed

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Dynamic Property Preservation in AIoT: A Machine Learning Approach for Data-Efficient Model Transformation by Gullelala Jadoon, Adeel Ahmed, Ikram Ud Din, Ahmad Almogren, Mahdi Zareei, R. R. Biswal, Ayman Altameem

“…Through empirical evaluations, the framework has demonstrated its ability to efficiently determine and verify model characteristics at various transformation stages, significantly reducing the incidence of property violations. …”
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Deep Learning-Based Sign Language Recognition Using Efficient Multi-Feature Attention Mechanism by Esma Yenisari, Sirma Yavuz

“…Initially, general visual features are acquired through the EfficientNet model, leveraging the transfer learning paradigm. …”
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Assessment of arsenite removal efficiency, resistance, and biotransformation by Microbacterium hydroxycarbonoxydans isolated from contaminated sites by Ulises Emiliano Rodríguez-Castrejón, Alma Hortensia Serafín-Muñoz, Aurelio Álvarez-Vargas, Gustavo Cruz-Jiménez, Norma Leticia Gutiérrez-Ortega, Raúl Miranda-Avilés, Ma. Carmen Cano-Canchola

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Evaluation of Work Efficiency of the Solar Power Plant Installed on the Roof of a House in Hanoi City by T. N. Nguyen, V. D. Sizov, M. P. Vu, T. T. H. Cu

“…In this study, the design results of a rooftop grid-tied solar power station with the capacity of 26 kWp for a commercial building were introduced to have a basis to assess the operation ability of solar power station under solar radiation conditions in Hanoi city, Vietnam. …”
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An Efficient Deep Learning Method for Typhoon Track Prediction Based on Spatiotemporal Similarity Feature Mining by Kaiwen Lixia, Mingyue Lu, Yifei Lu, Hui Liu, Ping Li

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Analysis of Reliability and Efficiency of Information Extraction Using AI-Based Chatbot: The More-for-Less Paradox by Eugene Levner, Boris Kriheli

“…We analyze two key characteristics of human–AI interaction: search reliability and efficiency. Search reliability is defined as the ability of a robot to understand user queries and provide correct answers; it is measured by the frequency (probability) of correct answers. …”
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Improved Antitumor Efficiency of N4-Tetradecyloxycarbonyl Gemcitabine-Loaded Liposomes for Pancreatic Cancer Chemotherapy by Wang D, Wang X, Li Y, Wang X, Wang X, Su J, Wang A, Lv K, Liu M, Xia G

“…Compared to Gem, LipotcGem improved in vitro antitumor activity significantly, as evidenced by the lower IC50, the higher percentage of apoptotic cells, the stronger ability to inhibit cell migration and invasion due to the higher cellular accumulation (100 times). …”
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The efficiency and capabilities assessment of some local materials in wastewater treatment using the multi soil layering by Samira Ghotbi, Amirabbas Abedini, Abolfazl Akbarpour, Reihaneh Malakooti

“…A new method, Multi soil layering (MSL) ecotechnology introduced last few decades, a cost-efficient treatment system can reduce those negative issues. …”
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Development of an Experimental Phytotron and its Application in the Research on the Energy-ecological Efficiency of Indoor Plant Lighting by S. A. Rakutko, E. N. Rakutko, G. V. Medvedev

“…(Conclusions) An experimental laboratory phytotron was developed to study the energy-ecology efficiency of indoor plant lighting. The ability to control irradiance was achieved depending on the mass of plants. …”
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Development and Characterization of Lyophilized Chondroitin Sulfate-Loaded Solid Lipid Nanoparticles: Encapsulation Efficiency and Stability by Marta E. Bustos Araya, Anna Nardi Ricart, Ana C. Calpena Campmany, Rafel Prohens, Montserrat Miñarro Carmona

“…<b>Background/Objectives:</b> Solid lipid nanoparticles are increasingly recognized for their biocompatibility, their ability to encapsulate diverse compounds, their capacity to enhance drug stability, their bioavailability, and their therapeutic efficacy. …”
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Experimental Testing of the Efficiency, Stability, and Compatibility of Fillers in the Conservation and Restoration of Water-Gilded Wooden Heritage by María-Ángeles Carabal-Montagud, Laura Osete-Cortina, Ángel Vicente-Escuder, Celia Laguarda-Gómez

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YOLO-Air: An Efficient Deep Learning Network for Small Object Detection in Drone-Based Imagery by Jigang Qiu, Fangkai Cai, Ning Fu, Yuanfei Yao

“…Compared to the baseline YOLOv8n, YOLO-Air improved <inline-formula> <tex-math notation="LaTeX">$mAP_{50}$ </tex-math></inline-formula> from 41.2% to 44.5% on the VisDrone-DET2019 dataset, and from 44.9% to 47.5% on the AI-TOD dataset, while maintaining computational efficiency. These results validate YOLO-Air as an effective solution for small object detection in UAV aerial imagery.…”
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The role of phenolic OH groups of flavonoid compounds with H-bond formation ability to suppress amyloid mature fibrils by destabilizing β-sheet conformation of monomeric Aβ17-42. by Sahar Andarzi Gargari, Abolfazl Barzegar, Alireza Tarinejad

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Efficient atrazine degradation through ZnFe2O4-catalyzed peroxymonosulphate activation by Junyi Gao, Xuying Zhao, Caibin Li, Zhenbao Luo, Long Zhang, Zhipeng Xiao, Tingting Mu, Furong Liu, Ruikang Gao, Jiguang Zhang, Xiwen Sun

“…The results highlighted the efficiency of the as-prepared ZnFe2O4 catalyst in ATZ removal and its excellent performance. …”
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Zn-Al layered double hydroxide nanoparticles for efficient removal of food dyes from wastewater by Rasheed M.A.Q. Jamhour, Ashraf M. Al-Msiedeen, Renad Z. Al-Sharaydeh, Mohannad R. Jamhour, Abdelmnim M. Altweiq

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Design and Application of Superhydrophobic Magnetic Nanomaterials for Efficient Oil–Water Separation: A Critical Review by Rabiga M. Kudaibergenova, Elvira A. Baibazarova, Didara T. Balpanova, Gulnar K. Sugurbekova, Aizhan M. Serikbayeva, Marzhan S. Kalmakhanova, Nazgul S. Murzakasymova, Arman A. Kabdushev, Seitzhan A. Orynbayev

“…Superhydrophobic magnetic nanomaterials (SHMNMs) are emerging as multifunctional platforms for efficient oil–water separation due to their combination of extreme water repellency, strong oil affinity, and external magnetic responsiveness. …”
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An electricity price optimization model considering time-of-use and active distribution network efficiency improvements by Yan Li, Yaheng Su, Qixin Zhao, Bala Wuda, Kaibo Qu, Lei Tang

“…This model effectively avoided local optima traps and enhanced global search capability, achieving the dual goals of rapid convergence and high stability, and showed exceptional optimization efficiency and adaptability; (2) building upon its optimization performance, the model further improved the uniformity and diversity of the solution distribution, ensuring robustness and flexibility in global search ability. …”
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