Local-Global Feature Extraction Network With Dynamic 3-D Convolution and Residual Attention Transformer for Hyperspectral Image Classification by Qiqiang Chen, Zhengyang Li, Junru Yin, Wei Huang, Tianming Zhan

“…Finally, local and global HSI information may be efficiently integrated using the feature fusion module, which also improves performance during subsequent classification. …”
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Investigating the role of Lactococcus lactis D1813, salinity, and dissolved oxygen on the nutritional, chromatic, and textural profile of Litopenaeus vannamei by Muhammad Adil, Guo Xinbo, Junpeng Cai, Muhammad Waseem, Muhammad Faisal Manzoor, Crossby Osei Tutu

“…Our findings suggest that using L. lactis D1813 as probiotics along with the salinity and dissolved oxygen of 8 ppt and 7.5 mg/L significantly improves the nutritional profile of L. vannamei with better nutrient efficiencies. Furthermore, the study suggests probing the different probiotics in shrimp physiology, such as immune response and disease resistance.…”
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Light Affects Host‐Symbiont Dynamics in the Non‐Photosynthetic Social Amoeba Symbiosis by Yuehui Tian, Lin Zhang, Zihe Wang, Zhili He, Longfei Shu

“…Here we utilized two different clades of symbiotic Paraburkholderia species, namely Paraburkholderia agricolaris B1QS70 and Paraburkholderia hayleyella B2QS11, to investigate the light‐induced symbiosis between the host amoebae and symbiotic bacteria. …”
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Chaotic-mapping and Gaussian perturbation-based multi-channel constant modulus blind equalization by HU Shuang, FENG Jiao, ZHANG Zhizhong, LI Peng, ZHOU Hua

“…Unlike traditional equalizer designs, blind equalization algorithms do not require training sequences, improving system efficiency and not interfering with the simulation process. …”
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Unstructured Electronic Health Records of Dysphagic Patients Analyzed by Large Language Models by Luisa Neubig, Deirdre Larsen, Melda Kunduk, Andreas M. Kist

“…Clinical and Translational Impact Statement: This study uses LLMs to efficiently preprocess unstructured EHRs, improving dysphagia diagnosis and patient clustering. …”
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Integrating Metabolomics and Genomics to Uncover the Impact of Fermented Total Mixed Ration on Heifer Growth Performance Through Host-Dependent Metabolic Pathways by Zhenzhen Hu, Minyu Zuo, Shixuan Ding, Yifan Zhong, Mingyuan Xue, Huichao Zheng

“…With the increasing demand for enhancing livestock production performance and optimizing feed efficiency, this study aimed to investigate the effects of fermented total mixed ration (FTMR) containing different proportions of rice straw and sheath and leaves of <i>Zizania latifolia</i> on systemic nutrient metabolism and oxidative metabolism under host genetic regulation and on growth performance of heifers. …”
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Study on Class Imbalance in Land Use Classification for Soil Erosion in Dry–Hot Valley Regions by Yuzhuang Deng, Guokun Chen, Bohui Tang, Xingwu Duan, Lijun Zuo, Haijuan Zhao

“…The degree of class imbalance was quantified using the imbalance ratio (IR), and the impact of sample imbalance on the classification accuracy of different land use types in a typical dry–hot valley was analyzed. …”
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Influencing mechanisms of solid-phase asphaltene precipitation in crude oil of Yongjin Oil Field, Junggar Basin by Yang YANG, Dongxiao ZHANG, Hao WANG, Zengmin LUN, Zhiwei GAO, Rui WANG, Wei HU

“…Solid-phase asphaltene precipitation and deposition, commonly occurring during reservoir development, lead to reservoir damage and production well blockage, seriously affecting crude oil exploitation and reducing economic efficiency. Solid-phase asphaltene precipitation is affected by the properties of crude oil and temperature/pressure condition, and is a thermodynamic issue involving complex gas-liquid-solid three-phase behavior. …”
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Deep learning-based underwater metal object detection using input image data and corrosion protection of mild steel used in underwater study: A case study: Part A: Deep learning-ba... by Thankappan Sasilatha, Doss Hebciba Mary Suvakeen Amala, Rajendran Susai Santhammal, Časlav Lačnjevac, Gurmeet Singh

“…The corrosion inhibition efficiency offered by red paint to mild steel in 3.5% sodium chloride is 99.98%.…”
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Streamlining systematic reviews with large language models using prompt engineering and retrieval augmented generation by Fouad Trad, Ryan Yammine, Jana Charafeddine, Marlene Chakhtoura, Maya Rahme, Ghada El-Hajj Fuleihan, Ali Chehab

“…Conclusions The LLM-based system significantly enhances SR efficiency, compared to manual methods and Rayyan while maintaining low FNR.…”
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Development of Hybrid Neutron Dynamics Algorithm Based on Transient Fission Matrix Combined Method by LI Yuehang, HE Donghao, LIU Xiaojing, PAN Qingquan

“…The patching fission matrix method efficiently processes the fission matrix database and quickly computes the whole core steady-state, yet it has not been applied in transient analysis. …”

Growth-Promoting Effects of Dark Septate Endophytes Fungus <i>Acrocalymma</i> on Tomato (<i>Solanum lycopersicum</i>) by Xiaoxiao Feng, Ying Jin, Zhupeiqi Zhong, Yongli Zheng, Huiming Wu

“…Morphological characteristics were observed using three different media, confirming typical DSE traits such as dark pigmentation and septate hyphae. …”
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Coming to light: How effective are sediment gravity flows in removing fine suspended carbonate from reefs? by Jaco H. Baas, William Hewitt, Stephen Lokier, James Hendry

“…The present study should therefore be seen as a first step towards a more comprehensive analysis of the efficiency of removal of suspended sediment from coral reefs.…”
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Comparative analysis of principal modulation techniques for modular multilevel converter and a modified reduced switching frequency algorithm for nearest level pulse width modulati... by M. Benboukous, H. Bahri, M. Talea, M. Bour, K. Abdouni

“…The Modular Multilevel Converter (MMC) is an advanced topology widely used in medium and high-power applications, offering significant advantages over other multilevel converters, including high efficiency and superior output waveform quality. Problem. …”
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<title language="spa">EVALUACIÓN PRELIMINAR DE LA PARTICIPACIÓN DE ESPECIES DE MANGLE EN EL CONTROL DE METALES PESADOS EN AGUAS DE PRODUCCIÓN by J. L GROSSO V, R. RESTREPO, L. E SÁNCHEZ, D AVENDAÑO, I MANTILLA

“…Tree species of Mangrove were planted in an oil production flooded water area in order to study their efficiency as biological filters for controlling heavy metals in the water. …”
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Early Activation of Children Operated on under Extracorporeal Circulation by P. R. Dudov, I. A. Kozlov

“…Objective: to study the safety and clinical and economic efficiency of early activation of children operated on under extracorporeal circulation (EC). …”
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EVALUATION OF MARIGOLD (TAGETES ERECTA) LEAVES AS A NATURAL MOSQUITO (DIPTERA: CULICIDAE) REPELLENT by Md. Abdul Ahad, Md. Rifat Alam, Atiqur Rohman Tomal, Jannatun Ferdos, Mst. Jannatul Naima, Arjina Khatun

“…Marigold leaf extract was tested in three replications at four different concentrations (100ml, 75ml, 50ml and 25ml) to evaluate the efficacy of mosquito larvae. …”
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The Impact of Flooding on Soil Microbial Communities and Their Functions: A Review by Ashim Kumar Das, Da-Sol Lee, Youn-Ji Woo, Sharmin Sultana, Apple Mahmud, Byung-Wook Yun

“…O₂ depletion is critical in shaping microbial community adaptation, which is linked to variations in soil pH, nutrient concentrations, and redox status, and fresh and saline water vary differently in terms of the adaptation of microorganisms. …”
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Comparison of the results of active surgical treatment and serial stenting for urolithiasis in pregnant women by P. Yu. Nizin, R. A. Perov, A. A. Nemenov, S. V. Kotov

“…It is possible to perform surgical treatment with high efficiency and low complication rate, which improves the quality of life.…”
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Impact of dietary Biocide clay on growth, physiological status, and histological indicators of the liver and digestive tract in Nile tilapia (Oreochromis niloticus) by Asmaa S. Abd El-Naby, Amel M. El Asely, Mona N. Hussein, Abd El-Rahman A. Khattaby, Haitham G. Abo-Al-Ela

“…Fish fed Biocide-supplemented diets demonstrated significantly improved growth performance, with the highest weight gain, feed conversion ratio, and protein efficiency ratio observed in the 1 g kg⁻¹ group. Survival rates did not differ significantly among treatments. …”
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