Emotion-Aware RoBERTa enhanced with emotion-specific attention and TF-IDF gating for fine-grained emotion recognition by Fatimah Alqarni, Alaa Sagheer, Amira Alabbad, Hala Hamdoun

“…An ablation study revealed the complementary impact of the ESA and TF-IDF components, balancing performance and inference efficiency. Attention heatmaps were used to visualize ESA’s ability to focus on key emotional expressions, while inference-time optimizations using FP16 and Automatic Mixed Precision (AMP) reduced memory consumption and latency. …”
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Experimental Study on Thermal Management of 5S7P Battery Module with Immersion Cooling Under High Charging/Discharging C-Rates by Le Duc Tai, Kunal Sandip Garud, Moo-Yeon Lee

“…In this study, the efficiency of an immersion cooling system for controlling the temperature of 5S7P battery modules at high charge and discharge C-rates was experimentally evaluated. …”
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Transfer learning with XAI for robust malware and IoT network security by Ahmad Almadhor, Shtwai Alsubai, Natalia Kryvinska, Abdullah Al Hejaili, Belgacem Bouallegue, Mohamed Ayari, Sidra Abbas

“…We conducted extensive experiments showing improved accuracy and efficiency in cross-domain detection scenarios. Further, we demonstrate that transfer learning minimises training time and computational requirements compared to training separate models from scratch. …”
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Growth-independent CLA production by Bifidobacterium breve JKL2022 and the potential transcriptional regulatory role of TetR in linoleic acid isomerase expression by Arxel G. Elnar, Geun-Bae Kim

“…In vitro CLA reaction conditions were optimal at pH 7.0, following the first-order kinetics within the first 5 min of reaction, and the extraction efficiency of the isopropanol-hexane protocol increased after adjusting the pH to 5.0–5.5. …”
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Tribochemistry of organic friction modifiers in lubrication of bio-hydrogenated diesel by Paweekan Hansungnoen, Ekarong Sukjit, Anawat Phatthanaphon, Atthaphon Maneedaeng

“…The findings reveal that carboxyl-functionalized OFMs, particularly stearic acid, achieved the highest tribological efficiency, reducing the friction coefficient by 57 % (from 0.296 to 0.126) and the wear scar diameter by 70 % (from 515 μm to 155 μm) compared to pure BHD. …”
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First-Principles Insights into Mo and Chalcogen Dopant Positions in Anatase, TiO₂ by W. A. Chapa Pamodani Wanniarachchi, Ponniah Vajeeston, Talal Rahman, Dhayalan Velauthapillai

“…However, their limited reduction ability suggests they may be less suitable for water-splitting applications. …”
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Personalized Virtual Reality Human-Computer Interaction for Psychiatric and Neurological Illnesses: A Dynamically Adaptive Virtual Reality Environment That Changes According to Rea... by Iakovos Kritikos, Georgios Alevizopoulos, Dimitris Koutsouris

“…Thus, such a system can increase the efficiency of VR stimulations for the treatment of central nervous system dysfunctions, as it provides numerically more controlled sessions without unexpected variations.…”
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Intersections of Big Data and IoT in Academic Publications: A Topic Modeling Approach by Diana-Andreea Căuniac, Andreea-Alexandra Cîrnaru, Simona-Vasilica Oprea, Adela Bâra

“…It delves into the efficiency of IoT networks with terms like “accuracy”, “power” and “performance” standing out.…”
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Physical function evaluation in volleyball training based on intelligent GRNN by Kaiyuan Dong, Borhannudin bin Abdullah, Hazizi bin Abu Saad, Chenxi Lu

“…Finally, combining the structure embedding mapping mechanism with a multi-scale linear compression framework, the reconstruction of high-dimensional physiological indicators and the elimination of redundant features are achieved, improving model deployment efficiency. Comparative experiments conducted on training data of a high-level university men’s volleyball team show that VSGRNN has a goodness-of-fit R2 = 0.927 on the validation set, with a Root Mean Square Error (RMSE) only 1.68 and Symmetric Mean Absolute Percentage Error (SMAPE) controlled at 8.21%. …”
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Study on the influence of 7-β-hydroxy-γ-aryloxypropylxanthinyl-8-thioalkanic acid derivatives on the lipid metabolism in experiment by I. M. Bilai, M. I. Romanenko, D. H. Ivanchenko

“…According to the conditional efficiency index Ʃ, which included the overall percentage of the following indicators – total cholesterol, low-density lipoprotein cholesterol and triglycerides, the leading compounds were 2439 (87.47 %), 6047 (82.30 %). …”
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Unlocking the InSAR potential for managing underground gas storage in salt caverns by Gabriele Fibbi, Roberto Montalti, Matteo Del Soldato, Stefano Cespa, Alessandro Ferretti, Riccardo Fanti

“…This approach can support robust management practices that prioritise safety and operational efficiency.…”
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Balancing Privacy and Utility in Split Learning: An Adversarial Channel Pruning-Based Approach by Afnan Alhindi, Saad Al-Ahmadi, Mohamed Maher Ben Ismail

“…In summary, the obtained quantitative and qualitative results proved the efficiency of the proposed approach in balancing privacy and utility for typical split learning frameworks.…”
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Perspectives of Ag(10%):InP/ZnS MPA nanoparticles application in the treatment of yeast keratomycosis by V.O. Ponomarev, V.N. Kazaikin, S.V. Dezhurov, V.L. Timofeev

“…The limited arsenal of drugs and the low efficiency of surgical treatment often leads to extremely low anatomical and functional results. …”
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FSID: a novel approach to human activity recognition using few-shot weight imprinting by Mohammad Belal, Taimur Hassan, Abdelfatah Hassan, Divya Velayudhan, Noureldin Elhendawi, Ahmad Aljarah, Irfan Hussain

“…Spectrograms were selected due to their superior performance and computational efficiency compared to alternative time-frequency representations like scalograms. …”
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Web-Quest as a Means of Developing Flexible Skills of Future Lecturers in a Higher Educational Institution by N. N. Kolosova

“…Today, a modern lecturer requires not only basic psychological and pedagogical knowledge and skills, but also communication skills, responsibility, the ability to work in a team, resolve conflicts, and think critically and other flexible skills responsible for efficiency and high productivity, contributing to professional development and self-realization. …”
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Tailored Extracellular Vesicles from Dental Stem Cells: Advances in Specific Modifications for Enhanced Therapeutic Applications by Liu X, Li Z, Fu J, Wang R, He J, Yao J, Ye Q, He Y

“…Furthermore, the influence of these engineering methods on the yield of EVs is thoroughly examined, offering critical perspectives for improving large-scale manufacturing efficiency. Pretreatment-generated conditioned dental stem cells-derived EVs are also explored as an innovative approach, demonstrating superior biological functions and regenerative potential. …”
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Nurses’ Perceptions on the Usability of Electronic Health Records: A Scoping Review by Sarah Jane Moore, Anna Garnett, Kelly Mason, Eunice Onigbinde, Halyna Yurkiv

“… Introduction: Electronic health records (EHRs) are designed to enhance the efficiency and quality of nursing workflows and documentation. …”
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A systematic review and meta-analysis of acoustic stimulation in the treatment of insomnia by Mengchen Wang, Shuai Fan, Zixu Wang, Jixiang Ren

“…Despite no significant improvement in sleep efficiency (SE) and Total sleep time (TST), acoustic stimulation notably increased total sleep time and alleviated insomnia symptoms. …”
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Combining AFP, PIVKA-II, and GP73 has diagnostic utility for hepatitis B-associated hepatocellular carcinoma and is consistent with liver pathology results by Hu Rui, Ni Yueqin, Wang Wei, Li Bangtao, Xiao Li

“…Abstract Although liquid biopsy has garnered increasing attention in recent years for diagnosing hepatocellular carcinoma (HCC), serum biomarkers continue to hold significant value for HCC diagnosis due to their simple operation, cost-effectiveness, and high efficiency. This study aimed to screen for the optimal diagnostic combinations of alpha fetoprotein (AFP), a protein induced by vitamin K deficiency or antagonist II (PIVKA-II), golgi glycoprotein 73 (GP73), and routine clinical indicators for diagnosing hepatitis B-associated HCC (HBV-HCC). …”
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Enhancement of sandy soil water retention using superabsorbent carboxymethyl cellulose grafted with polyacrylamide and polyacrylamidomethyl propanesulfonic acid copolymer by Ahmed A. Abdelgelil, Ahmed M. Omer, Asaad F. Hassan, Ahmed A. Moustafa, Mohamed S. Mohy Eldin

“…Furthermore, it demonstrated the ability to reabsorb water over five successive cycles, achieving an efficiency exceeding 70%. …”
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