MSTN knockout enhances the production of MYOD1-mediated steak-type cultivated meat by Kyeong-Hyeon Eom, Dayi Jeong, Jae-Yoon Choi, Gyeong-Min Gim, Soo-Young Yum, Sumin Jin, Hojae Bae, Goo Jang

“…This study aimed to enhance the productivity of cultivated meat through optimization of the cell source and organization process. …”
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Research of edge-aligned staggered double-vane traveling-wave tube at G-band by Wenbo Wang, Cunjun Ruan, Pengpeng Wang, Yaqi Zhao, Tianyi Xu

“…Results show that under the optimization of the efficiency improving methods of the TWT, a considerable power output can be realized. …”
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China's CCUS technology challenges and countermeasures under “double carbon” target by YE Xiaodong,CHEN Jun,CHEN Xi,WANG Haimei,WANG Huijun

“…These countermeasures are as follows: ①Diversified integration of different carbon capture methods to achieve cost reduction at the source based on the characteristics of different emission sources; ②Tackling multi-objective optimization techniques, coordinating and optimizing oil recovery efficiency and CO2 storage rate; ③Continuously developing new catalysts to accelerate the conversion reaction of CO2 and improve conversion efficiency; ④Fully draw on the carbon tax policies of countries such as the United States and Australia, explore fiscal and tax incentive policies suitable for China's CCUS industry, increase economic benefits, and enhance enterprise enthusiasm; ⑤Establish a series of standard specifications covering all aspects of the CCUS entire chain, guide the implementation of engineering construction, and reduce enterprise risks from a standardized perspective. …”
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Research on a PTSD Risk Assessment Model Using Multi-Modal Data Fusion by Youxi Luo, Yucui Shang, Dongfeng Zhu, Tian Zhang, Chaozhu Hu

“…Therefore, traditional single data source assessment methods are difficult to fully understand and evaluate the complexity of PTSD. …”
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Application of Machine Learning Algorithms to Predict Gas Sorption Capacity in Heterogeneous Porous Material by Tasbiha Ibad, Syed Muhammad Ibad, Haylay Tsegab, Rabeea Jaffari

“…Statistical and graphical methods were used to compare the experimental results with the expected values. …”
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Learning dual context aware POI representations for geographic mapping by Quan Qin, Tinghua Ai, Shishuo Xu, Yan Zhang, Weiming Huang, Mingyi Du, Songnian Li

“…Points of Interest (POI), as the current mainstream data in urban studies, plays an important role in these methods to discover urban characteristics. Existing studies on POI representation learning focus on spatial and type information, but overlook heterogeneous semantic interaction between POIs as well as hierarchical associations among types. …”
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Actinomycete-Derived Pigments: A Path Toward Sustainable Industrial Colorants by Blanca Hey Díez, Cristiana A. V. Torres, Susana P. Gaudêncio

“…Scale-up of production and yield optimization challenges have been circumvented with the aid of biotechnology advancements, including genetic engineering and innovative fermentation and extraction methods, which have enhanced these bio-pigments’ viability and cost-competitiveness. …”
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DNA State Influences the Uptake and Persistence of Environmental DNA by Marine Sponge Natural Samplers by Rosalie Dowell, Jamie Craggs, Catherine Head, Chris Yesson, Emma Ransome

“…Further work to investigate the degree of PCR inhibition during nsDNA metabarcoding is important to understand its impact on the communities resolved using nsDNA methods. Synthesis and applications. We show that nsDNA may originate from a subset of the DNA present in environmental media, potentially providing a more stable picture of local communities. …”
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Medium- Long-Term Runoff Forecasting Using Interpretable Hybrid Machine Learning Model for Data-Scarce Regions by YOU Yu-jun, BAI Yun-gang, LU Zhen-lin, ZHANG Jiang-hui, CAO Biao, LI Wen-zhong, YU Qi-ying

“…An Improved Particle Swarm Optimization (IPSO) algorithm was used to optimize this model, forming the IPSO-CNN-BiGRU-Attention hybrid model. …”
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Adaptive Control of VSG Inertia Damping Based on MADDPG by Demu Zhang, Jing Zhang, Yu He, Tao Shen, Xingyan Liu

“…Therefore, this paper proposes a VSG inertia and damping adaptive control method based on multi-agent deep deterministic policy gradient (MADDPG). …”
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ALogSCAN: A Self-Supervised Dual Network for Adaptive and Timely Log Anomaly Detection in Clouds by Mahsa Raeiszadeh, Felipe Estrada-Solano, Roch H. Glitho, Johan Eker, Raquel A. F. Mini

“…Logs are prevalent in modern cloud systems and serve as a valuable source of information for system maintenance. Over the years, many supervised, semi-supervised, and unsupervised log analysis methods have been proposed to detect system anomalies. …”
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Enhancing synchrotron radiation micro-CT images using deep learning: an application of Noise2Inverse on bone imaging by Yoshihiro Obata, Dilworth Y. Parkinson, Daniël M. Pelt, Claire Acevedo

“…Noise present during data acquisition from the testing setup was determined to be the primary source of concern for Noise2Inverse viability. While these limitations exist, incorporating dose calculations and optimal imaging parameters enables self-supervised deep learning methods such as Noise2Inverse to be integrated into existing experiments to decrease radiation dose.…”
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Development of Quality Control Parameters for Standardization of Herb of the Cultivated Plant <i>Alchemilla mollis</i> (Buser) Rothm. by V. D. Boyarshinov, E. V. Zorina

“…Ethyl acetate : acetic acid (85 : 15) was chosen as the optimal chromatographic system. A modification and validation of the method for the quantitative determination of flavonoids in Alchemilla herb was carried out. …”
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Risk Analysis Under Uncertainty, Subjectivity, and Incomplete Knowledge: With a Use Case of Energy System Failures by Ali Aghazadeh Ardebili, Mahdad Pourmadadkar, Elio Padoano

“…Key components such as the combustion chamber, fuel nozzle, and turbine rotor were consistently identified as high‐risk across methods, emphasizing their criticality for maintenance and design optimization. …”
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EVALUATION OF CHITOSAN QUALITY FROM SHRIMP, CRAB, AND BLUE SWIMMING CRAB WASTE: YIELD, WATER CONTENT, AND DEGREE OF DEACETYLATION by Fika Dewi Pratiwi, Hartoyo Notonegoro, Denny Syaputra

“…In contrast, the A1655/A3450 method produces much lower DD values ​​(<75%). These findings indicate that local crustacean shell waste has strong potential as a source of high-quality chitosan. …”
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Effects of Programmatic Assessment in Clinical Reasoning Courses in General Practice by ZHAI Jiayi, LU Yuan, SHI Jianjun, YU Dehua

“…Objective This paper aims to improve the efficiency of general practitioners&apos; clinical reasoning training and enrich the evaluation of medical education by optimizing the evaluation method of curriculum teaching. …”
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Applying Software Metrics to RNN for Early Reliability Evaluation by Hao Zhang, Jie Zhang, Ke Shi, Hui Wang

“…Based on this, a framework is proposed to evaluate overall reliability for actual projects, in which algebraic tools are introduced to build the structural reliability model automatically and accurately. Studies in two open-source projects show that early evaluation results based on this framework are effective and the related methods have good applicability.…”
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The development of spontaneous intermuscular bleeding in patients with a new coronavirus infection in an infectious disease hospital by E. M. Nesvit, K. V. Medvedev, A. A. Erofeev, M. A. Protchenkov

“…The paper investigates the effectiveness of instrumental diagnostics – computed tomography in vascular mode is recognized as the optimal method, which helps to identify not only the location of the hematoma, but also in some cases its source. …”
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IRSnet: An Implicit Residual Solver and Its Unfolding Neural Network With 0.003M Parameters for Total Variation Models by Yuanhao Gong

“…To address these issues, this paper first introduces a novel iterative algorithm that is 6 ~ 75 times faster than previous iterative methods. The proposed iterative method converges and converges to the optimal solution. …”
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Synthesis of two isomers of 3-amino-7α-12α-dihydroxy-5β-cholanic acid by D. O. Barsuk, S. M. Kovalenko

“…Methods and results.As the source compound natural cholic acid was used. 3α-amino-7α-12α-dihydroxy-5β-cholanic acid was obtained in high yield and low number of by-products. …”
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