An open-source interactive AI framework for assisting automatic literature review in forensic medicine: Focus on brain injury mechanisms. by Ya-Wen Liu, Dong-Hua Zou, He-Wen Dong, Yuan-Yuan Liu, En-Hao Fu, Zhi-Ling Tian, Ning-Guo Liu

“…<h4>Conclusion</h4>ASReview represents a promising tool for forensic medical literature review. Its ability to handle imbalanced datasets and gather goal-oriented information enhances the efficiency and transparency of systematic reviews and meta-analyses in forensic medicine. …”
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Cellular Automaton Simulation Model for Predicting the Microstructure Evolution of an Additively Manufactured X30Mn21 Austenitic Advanced High-Strength Steel by Ashutosh Singh, Christian Haase, Luis A. Barrales-Mora

“…Furthermore, the computational efficiency was critically evaluated.…”
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Optimization method of task uninstallation in mobile edge computing environment combining improved deep Q-learning and transmission learning by Lihong Zhao, Shuqin Wang, Xiaomei Ding

“…Meanwhile, by introducing TL, the model can quickly transfer knowledge and achieve adaptive optimization of tasks in new environments, thereby improving the generalization ability and efficiency of the decision-making process. …”
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Building a Greener Future: How Earth Blocks Are Reshaping Sustainability and Circular Economy in Construction by Swati Sinha, Jayaraman Sethuraman Sudarsan

“…Earth blocks also contribute to sustainability through their thermal performance, which can enhance energy efficiency in buildings by naturally regulating indoor temperatures. …”
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From Profit to Preservation: A Review of Digital Technology Enabling Sustainable Prefabricated Building Supply Chain Management by Yuelin Wang, Hongyang Li, Kaicheng Shen, Su Yang

“…Prefabricated Construction (PC), with their advantages of having a high efficiency and being energy-saving, can help improve the above problems and promote the sustainable development of the construction industry. …”
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Development of data driven machine learning models for the prediction and design of pyrimidine corrosion inhibitors by Aeshah H. Alamri, N. Alhazmi

“…The variable importance results using the PLS indicates that molecular mass, molecular volume, electrophilicity, electronegativity, energy of the lowest unoccupied molecular orbital, electron affinity, and the logarithm of the partition coefficient were the main factors that determine the inhibition efficiencies. RF was used to capture the nonlinear nature of the data and to accurately predict the inhibition efficiency. …”
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Optimization of a company’s capital structure based on the criterion of minimizing the level of financial risk by Hanna Filatova, Viktoriya Kulyk, Olena Kravchenko

“…The study results can be helpful for financial managers, analysts, and investors seeking to improve the efficiency of capital management and reduce the impact of external and internal risks on the financial condition of companies.…”
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A nanocellulose from sugarcane bagasse as a template for nickel oxide nanoparticles for removal of organic dyes from aqueous solution by Kedir Seid Mohammed, Minaleshewa Atlabachew, Biniyam Abdu, Ali Ahmed Desalew

“…After five reuse cycles, high removal efficiency was noted, demonstrating the composite’s remarkable stability and reusability. …”
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XGBoost based enhanced predictive model for handling missing input parameters: A case study on gas turbine by Nagoor Basha Shaik, Kittiphong Jongkittinarukorn, Kishore Bingi

“…The model is built to anticipate the gas turbine's Energy Yield (EY) output, optimize energy production efficiency, improve maintenance schedules, and enable operational decision-making within the power plant. …”
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Encapsulation of lemongrass essential oil in cyclodextrins and maltodextrin: Antioxidant, antimicrobial and release studies by Anna Magri, Marina Ramos, Cristina Mellinas, Alfonso Jiménez, María Carmen Garrigós

“…The encapsulated materials were evaluated for their antioxidant activity using spectrophotometric methods, while antimicrobial efficiency against common spoilage pathogen (Botrytis cinerea and Penicillium spp) was determined, as well as their ability to release active compounds. …”
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Feature Augmentation of Classifiers Using Learning Time Series Shapelets Transformation for Night Setback Classification of District Heating Substations by Fan Zhang, Chris Bales, Hasan Fleyeh

“…The results of out-of-sample testing show that it is possible to improve the generalization ability of classifiers by applying the proposed approach. …”
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Attention-driven echo cancellation: A novel transformer-based approach for robust acoustic echo and noise cancellation by Soni Ishwarya V, Mohanaprasad K

“…Its simplicity and efficiency characterize the proposed model. The model simplifies the architecture by relying solely on scaled dot product operations while enhancing efficiency. …”
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Light Energy Driven Nanocommunications With FRET in Photosynthetic Systems by Aleksandra Orzechowska, Joanna Fiedor, Pawel Kulakowski

“…The first experiment aims at the description of the photosystem II including calculation of the energy transfer efficiency between carotenoids and chlorophylls. In the second one, the photochemical efficiency is estimated, showing how effective the chlorophylls are in further energy processing. …”
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Propuesta de un modelo matemático para la optimización de la producción. Una aplicación en la industria ladrillera de San José Cúcuta by Jorge Andrés Silva Manchego, Wlamyr Palacios Alvarado, Álvaro Junior Caicedo Rolón

“…The application of these results is modeled using a FlexSim academic-licensed simulator, which provides the opportunity to adopt a comprehensive approach focused on improvement and efficiency in terms of the ability to meet the needs of the ceramics sector. …”
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An automatic algorithm for surface wave dispersion curve picking based on Hessian matrix attributes by Hou Xiaoping, Yu Jiashun, Yuan Jianlong, Fu Xiaobo, Fan Xinran, Han Chao, Liu Zhigang, Qian Guang, Zhou Qiang

“…On the synthetic data of the test models, surface wave dispersion curves up to the 8th order are successfully picked, which shows the excellent picking ability of the method. Further comparative experiments show that the algorithm is superior to other methods in terms of picking accuracy, completeness, anti-noise performance and computation efficiency. …”
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Task Allocation Method for Emergency Active Debris Removal Based on the Fast Elitist Non-Dominated Sorting Genetic Algorithm by Hao Lei, Xiang Zhang, Wenhe Liao, Guoning Wei, Shuhui Fan

“…The results show that the high-quality solution search ability of the MC-NSGA-II algorithm is 23.07% higher than that of the standard NSGA-II algorithm.…”
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Secure cloud computing: leveraging GNN and leader K-means for intrusion detection optimization by Raman Dugyala, Premkumar Chithaluru, M. Ramchander, Sunil Kumar, Arvind Yadav, N. Sudhakar Yadav, Diaa Salama Abd Elminaam, Deema Mohammed Alsekait

“…The primary aim of the study is to enhance both the accuracy and efficiency of intrusion detection within cloud environments. …”
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Photocatalytic Reduction of CO2 to Methane on Pt/TiO2 Nanosheet Porous Film by Li Qiu-ye, Zong Lan-lan, Li Chen, Cao Yu-hui, Wang Xiao-dong, Yang Jian-jun

“…It was found that the loading of Pt expanded the light absorption ability of the porous film and improved the transformation efficiency of CO2 to methane. …”
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Predicting mechanical properties of marble powder concrete using artificial neural networks and blockchain-rock for sustainable construction by Moutaman M. Abbas, Radu Muntean

“…This demonstrates the ANN’s ability to efficiently predict compressive and tensile strength of marble powder concrete, substantially reducing the need for standard long-duration tests. …”
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Comparison of the Conventional, Chemical, and Ultrasound Extraction of Crude Polysaccharides and Their Properties from <i>Lentinula edodes (Berk.) Pegler</i> by Nannapat Phosarith, Thanyaporn Siriwoharn, Wachira Jirarattanarangsri

“…The ability of HA to scavenge antioxidants was significantly higher than that of other methods, likely due to the enhanced release of phenolic residues under alkaline conditions. …”
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