X-FASNet: cross-scale feature-aware with self-attention network for cognitive decline assessment in Alzheimer's disease by Wenhui Chen, Shunwu Xu, Yiran Peng, Yiran Peng, Hong Zhang, Jian Zhang, Huaihao Zheng, Hao Yan, Zhaowen Chen, Zhaowen Chen

“…The proposed architecture implements a dual-pathway multi-scale feature extraction approach to identify discriminative neuroanatomical patterns across various spatial resolutions, while integrating a novel cross-scale feature-aware self-attention module that enhances inter-scale information exchange and captures long-range dependencies. Quantitative evaluations on the DPC-SF dataset demonstrate that X-FASNet achieves superior performance with 93.7% accuracy and 0.973 F1-score, outperforming CONVADD by 10.8 percentage points in accuracy and 0.118 in F1-score, while also surpassing EfficientB2 on key performance metrics. …”
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Epidemiological surveillance and economic impact analysis of different porcine reproductive and respiratory syndrome virus infection statuses in 23 breeding pig farms in Hubei, Chi... by Huifeng Zhao, Jingwei Zhou, Min Zhang, Xiutao Yang, Zhaofang Xi, Qingxia Gao, Rui Fang, Pengfei Zhao, Junlong Zhao

“…The Kruskal-Wallis nonparametric test was used to assess the differences in production efficiency and weaning costs across various PRRSV infection statuses. …”
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YOLOV8-CMS: a high-accuracy deep learning model for automated citrus leaf disease classification and grading by Hongyan Zhu, Dani Wang, Yuzhen Wei, Pengcheng Wang, Min Su

“…Abstract Background Citrus leaf diseases significantly affect production efficiency and fruit quality in the citrus industry. …”
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Figure of merit for piezoelectric MEMS speakers by Mingchao Sun, Menglun Zhang, Yale Wang, Shaobo Gong, Chen Sun, Chongling Sun, Chengze Liu, Linbing Xu, Wei Pang

“…These FOMs facilitate the evaluation of key metrics, such as sound pressure level and energy efficiency over a wide frequency range, enabling quantitative comparisons among various speaker designs. …”
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Stable water isotope analysis of plant-soil interspecific interactions in wheat-maize intercropping by Duo-Peng Shi, Ying-Bo Liu, Yun-Ling Cui, An-Yu Zhao, He-Zhe Sun, Liang Xue, Wen-Feng Cong, Muhammad Ali Raza, Li-Qin Zhang

“…This integrated strategy significantly increased yields (>17 % for wheat and >50 % for maize) and provides a quantitative basis for designing water-efficient intercropping systems in arid regions.…”
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Rapid Detection of Trace Toxicants in Blood Using Thermal Desorption Coupled to Continuous Atmospheric Pressure Interfaced Ion Trap Mass Spectrometry by Hui-wen RUAN, Gui-yun SONG, Zhi-gang FAN, Suo-suo YANG, Jian KANG, Lei HUA, Wei-guo WANG

“…This approach provides doctors with precise and timely information to improve patient care quality and treatment efficiency.…”
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A Probe into Iranian Learners’ Performance on IELTS Academic Writing Task 2: Operationalizing Two Models of Dynamic Assessment versus Static Assessment by Arezoo Daneshvar, mohammad sadegh bagheri, firooz sadighi, Lotfollah Yarmohammadi, Lotfollah Yarmohammadi, Mortaza Yamini

“…The study also compared the efficiency of these dynamic models and static assessment in the overall writing development of potential IELTS test-takers’ proficiency in writing task 2 in terms of IELTS writing assessment criteria. …”
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The function and significance of SELENBP1 downregulation in human bronchial epithelial carcinogenic process. by Gu-Qing Zeng, Hong Yi, Peng-Fei Zhang, Xin-Hui Li, Rong Hu, Mao-Yu Li, Cui Li, Jia-Quan Qu, Xingming Deng, Zhi-Qiang Xiao

“…<h4>Background</h4>Our quantitative proteomic study showed that selenium-binding protein 1 (SELENBP1) was progressively decreased in human bronchial epithelial carcinogenic process. …”
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Exploring the problems faced by informal E-Waste workers in Seelampur, Delhi by Mitali Yadav, Juhi Gupta, Puja Gupta

“…The study also checks the efficiency of the current regulations and support mechanisms for informal e-waste workers and suggests policy recommendations for their improvement in health, safety, and integration into the formal recycling sector. …”
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Detection of the Pigment Distribution of Stacked Matcha During Processing Based on Hyperspectral Imaging Technology by Qinghai He, Zhiyuan Liu, Xiaoli Li, Yong He, Zhi Lin

“…This study enhances pigment detection efficiency in tea processing, supports process optimization, and aids in quality control.…”
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Evaluation of unsupervised learning algorithms for the classification of behavior from pose estimation data by Jakub Mlost, Rame Dawli, Xuan Liu, Ana Rita Costa, Iskra Pollak Dorocic

“…This study compares four recent unsupervised learning algorithms—B-SOiD, BFA, VAME, and Keypoint-MoSeq—analyzing their methodological approaches, clustering efficiency, and ability to produce meaningful behavioral classifications. …”
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The choice of the optimal braking force on the wheelset, taking into account the imper-fection of antiskid devices by I. A. Zharov, S. B. Kurtsev, A. A. Makas

“…Secondly, the coefficients of efficiency of the using coupling of modern anti-skid devices make it reasonable to set the value of on the axis to at least 0.2 during an emergency braking.…”
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ENSURING THE IMPLEMENTATION OF COMMERCIALIZATION STRATEGIES FOR SATELLITE SERVICES IN THE DIGITAL ECONOMY by Viacheslav V. Makedon, Liudmyla I. Yarmolenko, Tetiana V. Chumak, Olena Ye. Zaporozhchenko

“…Such flexibility contributes to effectively satisfying consumer needs and increasing service efficiency. Particular attention is given to the use of quantitative assessments and analyses to determine sales potential, identify key risks, and consider opportunities for innovative development and the expansion of the market niche for satellite services. …”
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Analyzing the Impact of Social Media on the Development of Personality Speech at Different Stages of Ontogenesis by Бутайна Абдул-Азез Аль-Нашаш, Абдель Рахман Мітіб Алтахіне

“…The findings suggest that social media fosters linguistic flexibility and cognitive efficiency by encouraging users to adapt their language to different contexts and audiences. …”
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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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ECONOMIC-MATHEMATICAL MODEL OF FORMATION OF INNOVATION AND ENGINEERING INDUSTRIAL CLUSTER by Оlena Akhiiezer, Olha Dunaievska, Anton Rohovyi, Halyna Holotaistrova, Yurii Reshetniak, Serhii Mekhovych

“…It is proposed to use the synergistic effect from the use of the newly formed structure as an assessment of the efficiency of the cluster. Conclusions: the use of regional innovation and engineering clusters allows for the formation of an effective strategy for the development of the region’s economy. …”
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Segmentation of Anterior and Posterior Chambers on UBM Images by Fuzzy Clustering by Yaru Yao, Xin Wang, Xinying You, Xueyan Liu

“…It excels in accuracy, reliability, precision comparable to manual techniques, and surpasses them in reproducibility and efficiency. Thus, it can be used for semi-automatic analysis of both anterior and posterior chamber regions in UBM images. …”
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Investigation of Suit Ability of Red Onion Juice as PH Indicator in Acid-Base Experiments. by Tumuheirwe, Promise

“…In this research project, both quantitative and qualitative methods were employed to bring out unbiased results. …”
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Effect of Citizens’ Participation on the Performance of Gravity Water Scheme in Kaharo Sub-County Kabale District. by Ahimbisibwe, Sonia

“…The study, titled "Effect of Citizens’ Participation on the Performance of Gravity Water Scheme in Kaharo Sub-County, Kabale District," examines the influence of citizen involvement on the operational efficiency and sustainability of gravity water schemes. …”
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A synthesis and quantification method for endogenous metabolites dimethylguanidino valeric acid by Yueyuan Han, Jiahui Wang, Qianling Xiong, Dingyue Jiang, Zhenhua Zhu, Li Hui, Mu Wang, Yixue Qiao, Yi Li, Lanlan Han, Yan Liu, Ken Cheng

“…Therefore, we aimed to develop a practical and efficient method to synthesize DMGV stereoisomers and determine their precise concentration profile in healthy subjects. …”
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