Transformer‐based representation learning and multiple‐instance learning for cancer diagnosis exclusively from raw sequencing fragments of bisulfite‐treated plasma cell‐free DNA... by Jilei Liu, Hongru Shen, Yichen Yang, Meng Yang, Qiang Zhang, Kexin Chen, Xiangchun Li

“…Here, we present a deep‐learning‐based approach for early cancer interception and diagnosis (DECIDIA) that can achieve accurate cancer diagnosis exclusively from bisulfite‐treated cfDNA sequencing fragments. DECIDIA relies on transformer‐based representation learning of DNA fragments and weakly supervised multiple‐instance learning for classification. …”
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Investigation and analysis of the rhythm of the verses of the Holy Quran with the approach of dating the descent by computer method by Hamed Shahbazi, Mojtaba Ghorbanian

“…The sound harmonies within the Quranic verses are extracted using a mathematical method called Fast Fourier Transform (FFT) through specialized computer software. …”
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Public Versus Academic Discourse on ChatGPT in Health Care: Mixed Methods Study by Patrick Baxter, Meng-Hao Li, Jiaxin Wei, Naoru Koizumi

“…ConclusionsThis study underscores the transformative potential of LLMs in public health while emphasizing the need to address ethical and practical concerns. …”
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Mechanical equipment fault diagnosis method based on improved deep residual shrinkage network. by Shaoming Qiu, Liangyu Liu, Yan Wang, Xinchen Huang, Bicong E, Jingfeng Ye

“…By verifying the effectiveness of the proposed method using Case Western Reserve University datasets, the results demonstrate that the proposed method not only possesses strong noise resistance in high noise environments but also achieves high diagnostic accuracy and good generalization performance under different load conditions.…”
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Enhancement Ear-based Biometric System Using a Modified AdaBoost Method by Abdulkareem Merhej Radhi, Subhi Aswad Mohammed

“…To assess the proposed system's performance. method, the classification accuracy has been compared using different types of classifiers. …”
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Empagliflozin attenuates ventricular fibrillation postmyocardial infarction associated with reduced transforming growth factor-1/Smad3 signaling and miR-181a expression by Jingsong Shen, Min Huang, Zixu Ye, Yuling Jing, Ziyang Yuan, Zeming Xiang, Miao Ding, Tao Li, Qiang Ye

“…No dose-dependent differences were observed between the groups. Conclusions Empagliflozin attenuates postmyocardial infarction ventricular arrhythmias and fibrosis associated with the suppression of transforming growth factor-β1/Smad3 signaling and miR-181a expression, enhancing cardiac function. …”
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Zooming Into Precision: The Zoom TFD for High-Resolution Analysis of Non-Stationary Signals by Nisreen Said Amer, Samir Brahim Belhaouari

“…Zoom TFD takes a different approach, integrating adaptive Fourier Transform windowing with a minimization-based spectral selection mechanism. …”
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Life Prediction Method of Remanufactured Machinery Equipment Based on Vibration Signal Feature Extraction by Bin Li, Le Kui, Jingdong Luo, Shiyong Chen

“…This method can effectively classify the fault status of mechanical equipment. …”
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Low-carbon power planning method for power system with high proportion of renewable energy by LI Lingyu, CHENG Haozhong, ZHANG Heng, YUAN Zijun, WANG Zheng, LU Jianzhong

“…Moreover, aiming at the uncertainties of wind power in the model, the sample average approximation method is employed to transform the proposed model into a mixed-integer linear programming formulation. …”
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The student opportunities for AIDS/HIV research program: promoting public health leadership and transformation for undergraduate students through a principles-driven, cohort-based... by Gabriel Lee Johnson, Leah C. Neubauer, Heidi Bennett, Andrea Bolivar, Anna R. Kirkland, Gary W. Harper

“…Rooted in critical feminist values and utilizing a cohort model, a high impact practice (HIP; Opacich), SOAR demonstrates tremendous potential for developing collaborative, transformational leaders (Teitel) and an example of a multi-tiered mentorship model.MethodsSOAR is housed in the Institute for Research on Women and Gender, an interdisciplinary unit of the University’s Office of the Vice President for Research and is operated in partnership with a CEPH-accredited School of Public Health at an elite predominately white institution (PWI). …”
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Real-Time Wave Energy Converter Control Using Instantaneous Frequency by Inyong Kim, Ted K. A. Brekken, Solomon Yim, Brian Johnson, Yue Cao, Pranav Chandran

“…Two real-time frequency estimation methods are explored: the Hilbert Transform (HT) and Phase-Locked Loop (PLL). …”
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Longitudinal determination of seroprevalence and immune response to SARS-CoV-2 in a population of food and retail workers through decentralized testing and transformation of ELISA... by Abdelhadi Djaïleb, Megan-Faye Parker, Étienne Lavallée, Matthew Stuible, Yves Durocher, Mathieu Thériault, Kim Santerre, Caroline Gilbert, Denis Boudreau, Mariana Baz, Jean-Francois Masson, Marc-André Langlois, Sylvie Trottier, Daniela Quaglia, Joelle N Pelletier

“…The nature of the data obtained in the decentralized assays allowed treatment with a recently developed mathematical transformation to obtain normal distribution, enabling ANOVA-Welsh statistical analysis. …”
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AN EMPIRICAL ANALYSIS OF TRADITIONAL RECOGNITION METHODS USING EXAMPLES OF IDENTIFYING WORDS SPOKEN BY NATIVE SPEAKERS by Elchin Ismailov

“…To implement the task, classical DTW and DDTW methods, as well as methods based on the Fourier transform, discrete and continuous wavelet transforms are used. …”
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Image Fusion Techniques Based on Optimization Algorithms: A Review by Anamika Goel, Javed Wasim, Prabhat Kumar Srivastava, Kanika Malik, Monika Singh

“…In this paper, initially, we have analysed the conventional spatial and transform domain image fusion techniques. These techniques face numerous challenges, such as low contrast, noise, and redundancy. …”
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Application of Log Lithofacies Classification Model Based on Clustering-Support Vector Classification Method by HE Xianhong, LI Kesai, XU Jiacheng, FU Meiyan, YANG Yufei, SUN Jiaqi

“…It is also difficult to identify the lithofacies and establish an accurate porosity and permeability model in this area by using conventional log identification methods. In order to solve those problems, the wavelet transform method is used to complete the division of different lithofacies stratigraphic boundaries according to the morphological characteristics of logging curves. …”
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Synthesis of Zinc Sulfide Nanoparticles by Chemical Coprecipitation Method and its Bactericidal Activity Application by Razhan S. Othman, Rebaz A. Omar, Karzan A. Omar, Aqeel I. Gheni, Rekar Q. Ahmad, Sheyma M. Salih, Avan N. Hassan

“…The different amounts of ZnS nanoparticle were applied as bactericidal against Staphylococcus aureus by disk diffusion method. …”
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Evaluation of FIR bandpass filter and Welch method implementation for centrifugal pump fault detection by Dedik Romahadi, Aberham Genetu Feleke, Tri Wahyu Adinarto, Dafit Feriyanto, Agung Wahyudi Biantoro, Fatkur Rachmanu

“…While previous studies have primarily used spectral amplitude results from the Fast Fourier Transform to analyze engine vibrations, we propose a different approach in this study. …”
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A Method to Improve Computational Efficiency of Productivity Evaluation with Rectangular Coalbed Methane Reservoir by Li Chen, Sun Lichun, Sun Hansen, Feng Ruyong, Wang Cunwu, Zhang Fang

“…According to the characteristics of the Riley method and discrete method, an accurate and efficient analytical solution calculation process is designed. …”
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Estimation of Canopy Water Content by Integrating Hyperspectral and Thermal Imagery in Winter Wheat Fields by Chenkai Gao, Shuimiao Liu, Pengnian Wu, Yanli Wang, Ke Wu, Lingyun Li, Jinghui Wang, Shilong Liu, Peimeng Gao, Zhiheng Zhao, Jing Shao, Haolin Yu, Xiaokang Guan, Tongchao Wang, Pengfei Wen

“…The objectives of this study were to characterize the performance of two varieties at different growth stages under five water stress conditions and screen hyperspectral sensitive spectral bands by using continuous wavelet transform (CWT) and a <b>successive projection algorithm (SPA).…”
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Comparative Effects of Narrow vs. Wide Cuff Blood Flow Restriction on Muscle Synergy Dynamics: A Time-Frequency Decomposition Approach by Shuai Chang, Chenxi Hu

“…This study investigates how different cuff widths affect muscle activation and synergy during squat exercises under BFRT conditions, using wavelet packet transform combined with non-negative matrix factorization (WPT-NNMF) for time-frequency analysis of muscle synergy. …”
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