Biomimic models for in vitro glycemic index: Scope of sensor integration and artificial intelligence by Mohammed Salman C K, Muskan Beura, Archana Singh, Anil Dahuja, Vinayak B. Kamble, Rajendra P. Shukla, Sijo Joseph Thandapilly, Veda Krishnan

“…Future developments should focus on system scalability and broader applications across nutritional science, advancing diabetic management and personalized nutrition strategies.…”
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Seasonal Tree Height Dynamic Estimation Using Multi-source Remotely Sensed Data in Shenzhen by Hang Song, Xuemei Zhang, Ting Hu, Jinglei Liu, Bing Xu

“…By integrating these features with machine learning, deep learning, and optimization methods, we dynamically estimated tree heights in Shenzhen during summer and winter from 2018 to 2023 and validated seasonal and regional scalability. It was found that (a) the seasonal tree height neural network demonstrated the highest prediction accuracy in tree height estimation (R2 = 0.72, mean absolute error = 1.89 m), and the optimization process of Shapley additive explanations reduced 23 features, which improved the prediction accuracy (R2 = 0.80, mean absolute error = 1.58 m) and saved computational resources; (b) the seasonal tree height neural network has a strong generalizability for estimating tree height across seasons and regions; and (c) during 2018 to 2023, tree heights in Shenzhen were mainly concentrated in 6 to 14 m, and the spatial distribution has a strong autocorrelation. …”
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Directly Gel‐Thermal Processing of Linker‐Mixed Crystal‐Glass Composite Membranes for Sorption‐Preferential Gas Separation by Yihao Xiao, Yanqing Yu, Xinxi Huang, Da Chen, Wanbin Li

“…Metal–organic framework (MOF) membranes have been attracting intensive attention for gas sieving, but it is difficult to manufacture MOF membranes in scalability and precisely tune their transport property. …”
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Comparison of Different Materials Used in The Preparation Of Household Bioplastics and Evaluation of a Mixture of Animal Gelatin and Cornstarch by Kamar Shayah, Joseph Shenekji, Durra Balt, Siran Arabanian, Joudy Awyga, Sawsan Salloum

“…Further research is recommended to explore the scalability and potential industrial applications of this innovative bioplastic.…”
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Convergence of Blockchain, IoT, and AI for Enhanced Traceability Systems: A Comprehensive Review by Yahaya Saidu, Shuhaida Mohamed Shuhidan, Dahiru Adamu Aliyu, Izzatdin Abdul Aziz, Shamsuddeen Adamu

“…However, interoperability, scalability, and standardization challenges hinder adoption. …”
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Optimisation of Ultrasound-Assisted Extraction of Total Phenolics and Flavonoids Content from <i>Centella asiatica</i> by Vimolpa Hiranpradith, Nantawan Therdthai, Aussama Soontrunnarudrungsri, Oumaporn Rungsuriyawiboon

“…This study offers valuable insights into the factors influencing UAE efficiency, sustainability, and scalability for recovering bioactive compounds, underscoring its potential as a sustainable method for developing functional food ingredients from CA.…”
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Integrating AI and statistical methods for enhancing civil structural practices: current trends, practical issues, and future direction by Asraar Anjum, Meftah Hrairi, Abdul Aabid Shaikh, Noorfazrina Yatim, Maisarah Ali

“…It critically examines the limitations and scalability of these techniques, identifying gaps in current research and practical challenges in real-world applications. …”
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Optimization Configuration Model for Intelligent Measurement Multi-Core Modules Considering &#x201C;Cloud-Edge-End-Core&#x201D; Collaboration by Lai Zhou, Qinhao Li, Guoying Lin

“…The new power system with new energy as the main body gives the low-voltage distribution network (LVDN) a richer connotation, requiring intelligent measurement equipment to have good scalability and collaborative ability. To address these requirements, an optimization configuration model for intelligent measurement multi-core modules considering &#x201C;cloud-edge-end-core&#x201D; collaboration is proposed in this paper. …”
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A Review on Face Mask Recognition by Jiaonan Zhang, Dong An, Yiwen Zhang, Xiaoyan Wang, Xinyue Wang, Qiang Wang, Zhongqi Pan, Yang Yue

“…By synthesizing the current state of the field, identifying prevailing challenges, and outlining potential future research directions, this paper aims to contribute to the development of more effective, scalable, and robust face mask detection systems for diverse real-world applications.…”
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Three months of weekly rifapentine plus isoniazid for TB prevention among people with HIV by R. Borse, B. Randive, S. Mattoo, P. Malik, H. Solanki, A. Gupta, R.E. Chaisson, V. Mave, N. Suryavanshi

“…CONCLUSION: 3HP TPT completion rate of 92%, with few adverse events leading to 3HP discontinuation, providing evidence of the scalability and safety of 3HP TPT among PLHIV in Indian health program settings.…”
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Improving Telemedicine through IoT and Cloud Computing: Opportunities and Challenges by M. Sunil Kumar, D. Ganesh

“…Cloud computing's key role in telemedicine is investigated through its scalable data storage and processing capabilities, which manage the vast amounts of data generated by IoT devices. …”
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Recent Progress in Self-Healing Triboelectric Nanogenerators for Artificial Skins by Guoliang Li, Zongxia Li, Haojie Hu, Baojin Chen, Yuan Wang, Yanchao Mao, Haidong Li, Baosen Zhang

“…Despite significant progress, challenges remain in scalability, long-term durability, and multifunctional integration. …”
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Survey of Artificial Intelligence Model Marketplace by Mian Qian, Abubakar Ahmad Musa, Milon Biswas, Yifan Guo, Weixian Liao, Wei Yu

“…Limitations in pricing models, standardization, and transparency hinder their efficiency, leading to a lack of scalability and user adoption. This paper aims to target researchers, industry professionals, and policymakers involved in AI development and deployment, providing actionable insights for designing robust, secure, and transparent AI marketplaces. …”
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Biomass to biofuel: Impacts and mitigation of environmental, health, and socioeconomic challenges by Prangon Chowdhury, Nafisa Anjum Mahi, Rahbaar Yeassin, Nahid-Ur-Rahman Chowdhury, Omar Farrok

“…Technological advancements, including gasification, pyrolysis, and fermentation, enhance biofuel scalability but require sustainable practices to minimize environmental impact. …”
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Photothermal Synergistic Hydrogen Production via a Fly‐Ash‐made Interfacial Vaporific System by Yin Xie, Chenyu Xu, Yan Liu, Entao Zhang, Ziying Chen, Xiaopeng Zhan, Guangyu Deng, Yuan Gao, Yanwei Zhang

“…Furthermore, the system demonstrates strong performance in turbid water and scalability for expansive applications, achieving a hydrogen yield exceeding 50 L h−1 m−2 from various water sources. …”
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FS-DDPG: Optimal Control of a Fan Coil Unit System Based on Safe Reinforcement Learning by Chenyang Li, Qiming Fu, Jianping Chen, You Lu, Yunzhe Wang, Hongjie Wu

“…In the future, we will further improve the scalability and apply the method to more complex FCU systems in variable environments.…”
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Engineering cardiology with miniature hearts by Xiaojun Xia, Miner Hu, Wenyan Zhou, Yunpeng Jin, Xudong Yao

“…However, challenges remain in achieving full functional maturity and scalability. We critically assess the current limitations and outline future directions for advancing cardiac organoid technology. …”
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Exhaust gas after treatment using air preheating and selective catalytic reduction by urea to reduce NOx in diesel engine by Mohammad Shahed H.K. Tushar, Musa Ibne Mannan, Afra Azmain

“…Further studies are recommended to explore the scalability of this method for larger engines and to assess long-term system stability.…”
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Using artificial intelligence tools for automating the assessment of future computer science teachers' work by Oleksandr M. Spazhev, Oksana V. Klochko

“…This approach makes it possible to solve the following tasks: reducing the time and effort required for manual checking of programming tasks completed by students; promoting better assimilation of the material of the relevant disciplines by students; promoting the development and improvement of students' skills in algorithmisation and programming; compliance by students with academic integrity; effective use of GitHub Copilot to generate baseline tests to test modified programming assignments completed by students; ensuring the flexibility and scalability of the approach to the development of various training courses in programming; development of students' software product testing skills. …”
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Seeing the Sound: Multilingual Lip Sync for Real-Time Face-to-Face Translation by Amirkia Rafiei Oskooei, Mehmet S. Aktaş, Mustafa Keleş

“…While this work focuses on three languages, its modular design allows scalability to additional languages. However, further testing in broader linguistic and cultural contexts is required to confirm its universal applicability, paving the way for a more interconnected and inclusive world where language ceases to hinder human connection.…”
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