Methodology for predicting material performance by context-based modeling: A case study on solid amine CO2 adsorbents by Shuangjun Li, Zhixin Huang, Yuanming Li, Shuai Deng, Xiangkun Elvis Cao

“…This method integrates both numerical and textual information, enhancing predictive accuracy and scalability. In the case study, the approach is applied to predict the performance of solid amine CO2 adsorbents under direct air capture (DAC) conditions. …”
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Maximizing the neuroprotection from Citrus aurantium leaves: Optimization of a blended extract from a sequential extraction process with compressed fluids and NADES by Victor M. Amador-Luna, Miguel Herrero, Marta Jiménez de la Parra, Ángel Gómez Arribas, Elena Ibáñez, Lidia Montero

“…Due to the different nature and bioactivity of the obtained extracts, the mixture of the three fractions was optimized to enhance its overall preventive potential against neurodegenerative diseases. Finally, its scalability to a semi-pilot scale was evaluated, giving rise to increased bioactive values of the blended extract.…”
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BioLake: an RNA expression analysis framework for prostate cancer biomarker powered by data lakehouse by Qiaowang Li, Yaser Gamallat, Jon George Rokne, Tarek A. Bismar, Reda Alhajj

“…In terms of data storage design, BioLake adopts the data lakehouse architecture to provide storage scalability and analysis flexibility. To further enhance the analysis efficiency, BioLake supports online analysis for custom data, allowing researchers to upload their own data via a designed procedure without waiting for server-side approval. …”
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CINNAMON-GUI: Revolutionizing Pap Smear Analysis with CNN-Based Digital Pathology Image Classification [version 1; peer review: 2 approved] by Luca Zammataro

“…However, existing commercial platforms are often costly and restrictive, limiting customization and scalability. Methods CINNAMON-GUI is an open-source digital pathology tool based on CNNs for classifying Pap smear images. …”
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Logical reasoning for human activity recognition based on multisource data from wearable device by Mahmood Alsaadi, Ismail Keshta, Janjhyam Venkata Naga Ramesh, Divya Nimma, Mohammad Shabaz, Nirupma pathak, Pavitar Parkash Singh, Sherzod Kiyosov, Mukesh Soni

“…Most of the research that is being conducted uses a machine learning-based methodology; however, these approaches frequently have issues with high computing resource consumption, burdensome training data gathering, and restricted scalability across many contexts. This research suggests a behaviour detection technology based on multi-source sensing and logical reasoning to address these problems. …”
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Cutting-edge technologies: Biofuel innovations in marine propulsion systems to lower black carbon emissions by Sivasubramanian Manikandan, Sundaram Vickram, Yuvarajan Devarajan

“…Lifecycle assessments show greenhouse gases (GHG) emission reductions of up to 75 % when biofuels displace heavy fuel oil (HFO) in terms of quantitative measurements. Increased biofuel scalability to marine fuel applications is due in part to technological advancements, such as catalytic cracking of lignocellulosic biomass and microbial fermentation of seaweed. …”
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Evaluating the Effectiveness of Zero Trust Architecture in Protecting Against Advanced Persistent Threats by Pushpendra Kumar Verma, Bharat Singh, Preety, Shubham Kumar Sharma, Rakesh Prasad Joshi

“…It looks into the difficulties and factors to be taken into account when adopting Zero Trust Architecture, including scalability, user experience, and operational complexity. …”
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A Hidden Surveillant Transmission Line Protection Layer for Cyber-Attack Resilience of Power Systems by Hossein Ebrahimi, Sajjad Golshannavaz, Amin Yazdaninejadi, Edris Pouresmaeil

“…This result highlights the robust performance of the proposed surveillant layer and demonstrates its superiority over existing fault detection and classification methods. The scalability of the proposed framework is also confirmed on the IEEE 118-bus testbed.…”
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Leveraging Cognitive Machine Reasoning and NLP for Automated Intent-Based Networking and e2e Service Orchestration by Muhammad Asif, Talha Ahmed Khan, Wang-Cheol Song

“…By effectively addressing modern networks’ challenges, this solution proves its ability to confidently and seamlessly convert user intents into automated network actions without manual intervention, providing adaptability and scalability for today’s network environments.…”
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Synergistic Integration of Mesocarbon Microbeads, Graphitic Nanofibers, and Mesoporous Carbon for Advanced Supercapacitor Electrodes by Palanisamy Rajkumar, Vediyappan Thirumal, Kisoo Yoo, Jinho Kim

“…This multiscale carbon architecture represents a significant advancement in the design of electrode materials for symmetric supercapacitors, offering a balance of high energy and power density, long-term stability, and excellent scalability for practical applications. This work not only contributes to the development of high-performance electrode materials but also paves the way for scalable, long-lasting supercapacitors for future energy-storage technologies.…”
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Scientific challenges faced by Mn‐based layered oxide cathodes with anionic redox for sodium‐ion batteries by Chao Zheng, Shengnan He, Jiantuo Gan, Zhijun Wu, Liaona She, Yong Gao, YaXiong Yang, Jiatao Lou, Zhijin Ju, Hongge Pan

“…Finally, this review provides new insights for future direction, encompassing both fundamental research, such as novel cathode types, interface optimization, and interdisciplinary research, and considerations from an industrialization perspective, including scalability, stability, and safety.…”
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Eco-friendly adsorption of Rhodamine B dye using Punica granatum peel from an aqueous medium by Rajae Ghibate, Mohammed Chrachmy, Meryem Kerrou, Meryem Ben Baaziz, Marwa Alaqarbeh, Ali Amechrouq, Rachid Taouil, Omar Senhaji

“…The adsorbent preparation cost was $0.00338 /g, reflecting the method's scalability and alignment with green chemistry principles through agricultural waste valorization, minimal energy use, and reduced environmental impact.…”
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Design and Efficiency Optimization of Distributed Laser Wireless Power Transmission Systems Through Centralized Scheduling and Current Regulation by Liangrong Sun, Jinsong Kang, Yunfeng Bai, Pengjia Jin

“…The system has the characteristics of power scalability, redundancy, and control flexibility. The efficiency characteristics of each key component in the LWPT system are discussed. …”
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Fair Business Leadership: Is Protecting Minority Investors Important to the Development of Start-Ups in Clean and Digital Energy? by Dmytro Halynskyi, Oleksandr Telizhenko

“…The study underscores the need for an integrated approach, where investor protections form part of a broader strategy encompassing regulatory support and economic incentives, to fully support the scalability and sustainability of start-ups committed to clean and digital energy innovation.…”
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Efficient and secure attribute-based heterogeneous online/offline signcryption for body sensor networks based on blockchain by Jawaid Iqbal, Arif Iqbal Umar, Noorul Amin, Abdul Waheed

“…To overcome these limitations, we have proposed an efficient and secure heterogeneous scheme for body sensor networks, in which biosensor nodes use a certificate-less cryptography environment to resolve the key escrow and certificate-management problems, while MS uses a public key infrastructure environment to enhance the scalability of the networks. Furthermore, we design an online/offline signcryption method to overcome the burden on biosensor nodes. …”
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Integrating engineered nanomaterials with extracellular vesicles: advancing targeted drug delivery and biomedical applications by Hai Jiang, Ranil Vikraman Kumarasamy, JinJin Pei, Kamaraj Raju, Gopalakrishnan Velliyur Kanniappan, Chella Perumal Palanisamy, Ion Dan Mironescu

“…However, it also addresses challenges such as scalability, standardization, and safety that must be overcome to facilitate the clinical translation of these promising biomedical solutions.…”
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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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