Deep Learning with Dual-Channel Feature Fusion for Epileptic EEG Signal Classification by Bingbing Yu, Mingliang Zuo, Li Sui

“…While deep learning methods have shown promise, many current models suffer from limitations such as excessive complexity, high computational demands, and insufficient generalizability. …”
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DEVELOPMENT OF THE FOREIGN LANGUAGE TEACHER’S PROFESSIONAL COMPETENCE: MODERN CHALLENGES AND CONTINUOUS PROFESSIONAL GROWTH by Alla Durdas, Tetiana Harbuza, Yuliia Radchenko, Hanna Starosta, Yelyzaveta Holohudina

“…The study highlights various ways to continued professional growth, including participation in international collaboration, initiatives of academic exchange, virtual learning environments and institutional programs of efficiency growth. The article also reaffirms the importance of structured, reflective and continuous professional development in ensuring high quality of foreign language teaching in a global academic landscape. …”

Direct oral penicillin challenge in secondary care with low-risk patients: the SPACE mixed-methods study with cost-effectiveness analysis by Mamidipudi Thirumala Krishna, Yogini H Jani, Iestyn Williams, Ruben Mujica-Mota, Rebecca Bestwick, Michele Siciliano, Robert Michael West, Rashmeet Bhogal, Bee Yean Ng, Kornelija Kildonaviciute, Rachel Pollard, Nicola Jones, Louise Dunsmure, Mairead McErlean, Neil Powell, Chidanand C Hullur, Ariyur Balaji, Jonathan Sandoe, Amena Warner, Ron Daniels, Caroline Thomas, Siraj A Misbah, Louise Savic

“…This differential training may have been reflected in the greater confidence of pharmacists to risk stratify and de-label patients. …”
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SGO enhanced random forest and extreme gradient boosting framework for heart disease prediction by Anima Naik, Ghanshyam G. Tejani, Seyed Jalaleddin Mousavirad

“…The evaluation was conducted solely on two benchmark datasets, which may not fully reflect the diversity and complexity of real-world clinical populations. …”
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Identifying Priority Conservation Areas in Shennongjia National Park Based on Monetary Costs and Zonation Model by Weixuan Ding, Liangyi Huang, Jirong Guang, Jingya Zhang

“…Identifying priority conservation areas (PCAs) for national parks is critical for improving the cost-effectiveness and viability of conservation efforts, given the multiplicity of conservation values, the complexity of human activities, and the limited financial resources available. …”
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An Adaptive Finite Resolution Selection Scheme for RIS Assisted NOMA Networks by Shady M. Ibraheem, Mona Shokair, Mohamed E. Nasr, Nancy Alshaer

“…Non-orthogonal multiple access (NOMA) and reconfigurable intelligent surface (RIS) have recently been recognized as innovative technologies for future beyond fifth generation (B5G) wireless networks due to their ability to improve the spectral efficiency and the wireless propagation properties, respectively. …”
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Assessment of the Potential of Decentralized Dinance (DeFi) as an Alternative to Traditional Financial Services in the Context of the Development of the Digital Economy and Web3 by Manoilenko Oleksandr V., Kuznetsova Svitlana O., Pysakovskyi Anton O.

“…At the same time, key issues in the development of DeFi have been outlined, including high technological complexity, regulatory uncertainty, financial volatility of assets, and risks associated with the vulnerability of smart contracts. …”
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Tunable physical properties and dye removal application of novel Chitosan Polyethylene glycol and polypyrrole/carbon black films by Sh. S. El-Khiyami, Heba Ali, A. M. Ismail, R. S. Hafez

“…The study employed various distinctive techniques, including X-ray diffraction, Fourier transform infrared, and high-resolution scanning electron microscope, indicating that composites have high complexity and good interaction. Through the implementation of the UV-Vis technique, it has been observed that the reflectance of composites experiences enhancement with an increase in PPy/C content. …”
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Identification and Evaluation of Indicators of Science, Technology, and Innovation in Policymaking from the Perspective of Experts by Esmaeil Shirali

“…Within the economic category, the indicators for the complexity of the production process average 3.97, the intensity of industrialization averages 3.72, and intellectual property payments average 3.59, indicating their high favorability. …”
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Inter-layer multi-material powder bed fusion additive manufacturing of a chainmail-like 3D interlocking bonding structure by Zixiong Lin, Hongchun Wu, Zheng Zhang, Jianghong Huang, Wenxiong Lin, Hailong Shao, Jinni Shen, Yuchao Wang, Fengyi Zhang, Mingsong Zheng, Shoufeng Yang

“…The composite exhibits numerous 100-μm-scale structural features, reflecting cross-scale complexity, enhanced precision, and advanced manufacturing capabilities. …”
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Real‐Climatic Microcontroller‐in‐the‐Loop (RCMIL) Framework: A Novel, Rapid, and Cost‐Effective Approach for Verifying Photovoltaic Control Systems by Ambe Harrison, Idriss Dagal, Wulfran Fendzi Mbasso, Fritz Nguemo Kemdoum, Reagan Jean Jacques Molu, Hamid Belghiti, Pradeep Jangir

“…Furthermore, the MIL feature allows the system to work on commercial microcontrollers, which reflects the real‐world problems that control algorithms would encounter in actual deployment circumstances. …”
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Advanced ecosystem restoration: Blending phytoremediation with satellite-based imagery with remote sensing in the Himalayas of PIN Valley National Park, India by A. Galodha, D. Sharma, J. Verma

“…Despite challenges, such as spectral complexity and atmospheric variability, spectral data delineates metal-induced stress markers in vegetation, underscoring phytoremediation's potential. …”
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On the Issue of Practical Orientation of Teaching Students of Technical Universities the Basics of Descriptive Geometry by L. G. Polyakov, T. D. Polyakova

“…One of the ways to improve the efficiency of learning disciplines is to link theory with practice. …”
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Establishment of Hyperspectral Prediction Model of Water Content in Anshan-Type Magnetite by Xiaoxiao XIE, Yang BAI, Jiuling ZHANG, Yuna JIA

“…However, due to the complexity of iron ore composition and properties, traditional detection techniques (such as loss on drying method and resistance method) have shortcomings in sensitivity and accuracy. …”
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Intrusion detection system based on machine learning using least square support vector machine by Pratik Waghmode, Manideep Kanumuri, Hosam El-Ocla, Tanner Boyle

“…F1-scores follow the same trend, reflecting the classifier’s robust prediction capabilities. …”
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Assessment of Outcomes of the Modified Stoppa Approach in the Treatment of Acetabular Fractures: A Retrospective Cohort Study by Nurgeldi Manap, Nagmet Mursalov, Mukhtar Abilmazhinov

“…Nevertheless, the frequency and complexity of the occurring pelvic bone injuries dictate the need for further search and improvement of more optimal access options for surgical treatment.…”
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Research on Random Discrete Ordinates Method Based on Quasi-Monte Carlo Integration Technique by DAI Tao, XU Longfei, LI Baiwen, SHEN Huayun, HU Yuan, MA Ruiyao

“…However, this approach necessitates hybrid code architectures that integrate supplementary transport solvers with SN frameworks, substantially increasing computational complexity and programming challenges, while inheriting inherent limitations from the auxiliary methods: ray tracing struggles with reflective boundary conditions, Monte Carlo suffers from expensive computational costs, and PN method exhibit numerical oscillations in angularly anisotropic problems. …”

Designing a Stock Recommender System Using the Collaborative Filtering Algorithm for the Tehran Stock Exchange by Marziyeh Nourahmadi, Ali Rahimi, Hojjatollah Sadeqi

“…ObjectiveWith the increasing volume of information and the complexity of financial markets, investors are increasingly seeking innovative financial tools to make more informed decisions. …”
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Main topics in assisted reproductive market: A scoping review. by Janaina Ferreira Aderaldo, Beatriz Helena Dantas Rodrigues de Albuquerque, Maryana Thalyta Ferreira Câmara de Oliveira, Mychelle de Medeiros Garcia Torres, Daniel Carlos Ferreira Lanza

“…<h4>Discussion</h4>The analysis indicates a market with expressive complexity. Most terms were associated with more than one topic, indicating the synergism of this market's behavior. …”
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Psychological insights for electric vehicles by Alexis Pengfei Zhao, Shuangqi Li, Mohannad Alhazmi, Zhaoyao Bao, Xi Cheng

“…Constraints reflect real-world operational limits, including energy balance, grid dependency, and renewable curtailment. …”
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