Risk-aware local traffic safety evaluation for autonomous new energy vehicles based on virtual force modeling by Huilan Li, Huilan Li, Yun Wan, Junning Shang, Xiangyang Xu

“…IntroductionEnsuring safe driving and effective risk control is critical for the dynamic operation of autonomous new energy vehicles (NEVs), particularly under complex traffic conditions. A key challenge lies in unifying risk assessment across diverse driving scenarios, which hinders reliable and adaptive risk management in autonomous systems.MethodsTo address this challenge, a local traffic risk evaluation framework tailored for NEVs is proposed, grounded in the principle of least action. …”
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Dynamically Tunable Multidimensional Feature Focusing and Diffusion Networks for Water Surface Debris Detection by Chong Zhang, Jie Yue, Jianglong Fu

“…However, challenges such as complex backgrounds, overlapping targets, and reflections on water surfaces often hinder effective waste detection, resulting in low model accuracy and unreliable recognition. …”
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Regional classification and logistic regression modeling for surface freeze/thaw detection on the Qinghai-Tibet Plateau using CYGNSS data by Jiaxing He, Nanshan Zheng, Rui Ding, Xuexi Liu, Zhiyong Ma

“…However, these methods often struggle in regions with complex environmental conditions, leading to reduced accuracy. …”
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Advances in Enrichment and Purification Technology of Ammonium Perrhenate by Hailong Jing, Qidong Zhang, Zhifang Hu, Hongling Jiang, Bowen Gao, Tingan Zhang, Yanxi Yin

“…Furthermore, the paper presents a prospective view on the development of ammonium perrhenate enrichment and purification technology, focusing on the objective of obtaining more selective purification materials and more efficient purification techniques for ammonium perrhenate.…”
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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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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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An antifouling polydopamine-based fluorescent aptasensor for determination of arginine kinase by Yanbo Wang, Huan Li, Jinru Zhou, Fangting Wang, Yifan Qian, Linglin Fu

“…Simple yet efficient detection methods for food allergens are in urgent need to help people avoid the risks imposed by allergenic food. …”
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Integrating Artificial Intelligence in Medical Education: A Meta-Synthesis of Potentials and Pitfalls of ChatGPT by AHMAD KEYKHA, BEHESHTEH FAZLALI, SARA BEHRAVESH, ZOHREH FARAHMANDPOUR

“…Together, these challenges were further delineated into 11 secondary sub-themes,offering a comprehensive analysis of the complexities involved.Conclusion: The findings suggest that improving educational efficiency, assisting with self-development, enhancing communication skills, creating and expanding curriculum, and improving the learning environment are opportunities for utilizing ChatGPT. …”
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Fine‐Tuning 2D Heterogeneous Channels for Charge‐Lock Enhanced Lithium Separation from Brine by Yaxin Hao, Xin Liu, Yaoling Zhang, Xin Zhang, Zhan Li, Ximeng Chen

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Explainable AI-Enhanced Human Activity Recognition for Human–Robot Collaboration in Agriculture by Lefteris Benos, Dimitrios Tsaopoulos, Aristotelis C. Tagarakis, Dimitrios Kateris, Patrizia Busato, Dionysis Bochtis

“…The XGBoost-based model, selected mainly for allowing an in-depth analysis of feature contributions by considerably reducing the complexity of calculations, demonstrated strong performance in HAR. …”
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Information requirement analysis for establishing intelligent natural language query interfaces in BIM-based construction projects by Mengtian Yin, Zhuoqian Wu, Haotian Li, Mun On Wong, Llewellyn Tang, Shu Tang, Junxiang Zhu

“…Emerging artificial intelligence (AI)-based natural language interface (NLI) systems show significant potential for enabling stakeholders to efficiently retrieve complicated building information models (BIM). …”
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NMR Evaluation of Shale Oil Mobility: Combined Pyrolysis and CO₂ Huff-N-Puff by Jianmeng Sun, Yibo Yao, Fujing Sun, Junlei Su, Jing Lu, Kun Liu, Peng Chi

“…Shale reservoirs exhibit a complex fluid state, with oil and water present in various forms. …”
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Prospects for the Development of the Present Stage of Higher School by I. I. Bobrova, E. G. Trofimov

“…The positive experience of the last ten years is the use of electronic educational complexes within the disciplines being read. Conclusion, leave electronic complexes in the assortment of the teacher. …”
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Parameter sensitivity analysis for diesel spray penetration prediction based on GA-BP neural network by Yifei Zhang, Gengxin Zhang, Dawei Wu, Qian Wang, Ebrahim Nadimi, Penghua Shi, Hongming Xu

“…The GA-BP neural network was selected for its ability to optimize neural network weights and thresholds, thereby improving model convergence and avoiding local minima, which are common challenges in complex, non-linear problems such as spray prediction. …”
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Phenothiazine-Based Nanoaggregates: Dual Role in Bioimaging and Stem Cell-Driven Photodynamic Therapy by Eleonora Calzoni, Alessio Cesaretti, Nicolò Montegiove, Maria Luisa Valicenti, Francesco Morena, Rajneesh Misra, Benedetta Carlotti, Sabata Martino

“…However, a significant obstacle for PDT is the need to selectively deliver photosensitizers to disease sites while minimizing systemic side effects. …”
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Experimental and Numerical Study on Flow and Heat Transfer Characteristics of Additively Manufactured Triply Periodic Minimal Surface (TPMS) Heat Exchangers for Micro Gas Turbine by Xiyuan Su, Yueliang Zhang, Yu Rao, Kirttayoth Yeranee, Xintong Wang

“…This paper proposes two compact, efficient, and lightweight heat exchangers based on triply periodic minimal surfaces (TPMSs). …”
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Advanced evaluation of performance of machine learning models for soapstock splitting optimisation under uncertainty by Bartosz Szeląg, Krzysztof Barbusiński, Michał Stachura, Przemysław Kowal, Adam Kiczko, Eldon R. Rene

“…The objective was to evaluate and select the modeling approaches based on (i) data availability, (ii) model complexity, (iii) predictive accuracy, and (iv) sensitivity to input uncertainty. …”
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Depositing Pt nanoparticles on crumpled Ti3C2Tx for enhanced electrochemical sensing by Huaqing Chen, Tianshu Chu, Shundong Ge, Bowei Zhang, Fu-Zhen Xuan, Rui Yin

“…However, realizing highly selective and sensitive detection of dopamine in complex biological environments remains a challenge. …”
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