Surface Clay and Mineral Exploration Using Hyperspectral Imaging: Advanced Techniques for Geospatial Analysis by S. Raut, N. Andure, A. Kadam, A. Dongare, A. Fulari, G. M. Sayyad, S. B. Sayyad, S. K. Shaikh, S. Sawant

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Lightweight Deep Learning Model for Fire Classification in Tunnels by Shakhnoza Muksimova, Sabina Umirzakova, Jushkin Baltayev, Young-Im Cho

“…This model integrates MobileNetV3 for spatial feature extraction, Temporal Convolutional Networks (TCNs) for temporal sequence analysis, and advanced attention mechanisms, including Convolutional Block Attention Modules (CBAMs) and Squeeze-and-Excitation (SE) blocks, to prioritize critical features such as flames and smoke patterns while suppressing irrelevant noise. …”
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Crude oil type classification and source rock identification in Miaoxi area of Bohai Sea area based on stoichiometric method by Youjun TANG, Tianyi FU, Haifeng YANG, Feilong WANG, Guomin TANG, Peng SUN

“…Using multivariate statistical analysis, researchers can comprehensively examine the interrelationships among multiple correlated variables, which is particularly suitable for large-scale data mining and regional oil-oil and oil-source analysis. …”
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A Method for Quantifying Mung Bean Field Planting Layouts Using UAV Images and an Improved YOLOv8-obb Model by Kun Yang, Xiaohua Sun, Ruofan Li, Zhenxue He, Xinxin Wang, Chao Wang, Bin Wang, Fushun Wang, Hongquan Liu

“…Image detection performance and seedling information were analyzed considering various dates, heights, and resolutions, and the K-means algorithm was utilized to cluster feature points and extract row information. …”
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Decoding Pain Dynamics: EEG Insights into Neural Responses and Classification via RQA Analysis by Mahsa Tavasoli, Zahra Einalou, Reza Akhondzadeh

“…For this purpose, at the first step phasic pain is produced using coldness, then dynamical features via EEG are analyzed via Recurrence Quantification Analysis (RQA) method and finally Rough neural network classifier has been used for achieving accuracy to detect and categorize pain and non-pain states. …”
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Establishing and Assessing of a Leak Collection System Analysis Method by Computational Fluid Dynamics by Dae Kyung Choi, Won Man Park, Woo-Shik Kim, Dong-Jin Euh, Tae-Soon Kwon, Choengryul Choi

“…In this study, we designed a numerical analysis process to evaluate a prototype leak detection system simulator. …”
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Decoding Anomalous Diffusion Using Higher-Order Spectral Analysis and Multiple Signal Classification by Miguel E. Iglesias Martínez, Òscar Garibo-i-Orts, J. Alberto Conejero

“…Recent advances using statistical methods and recurrent neural networks have made it possible to detect such phenomena, even in noisy conditions. In this work, we explore feature extraction through parametric and non-parametric spectral analysis methods to decode anomalously diffusing trajectories, achieving reduced computational costs compared with other approaches that require additional data or prior training. …”
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Ultra-rapid analysis of p53 gene for lung cancer diagnosis within 60 s by Yang Yu, Yanguang Ding, Yu Sun, Jing Yang, Liangjie Feng, Chang Liu, Menglong Shu, Fengchao Wang, Jin Chen

“…Remarkably, codon 249 (118 bp) and codon 248 (200 bp) of the p53 gene could be well identified and quantified in an ultra-short time of 60 s simultaneously. The detected concentration of the two target samples (codon 249 and codon 248 fragments) featured a well linearity determined by the SDIS method, and the theoretical detection limit could achieve 0.016 62 and 0.054 67 ng/μl, respectively. …”
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Analysis of prognostic factors for community-acquired pneumonia of elderly patients in medical and nursing institutions by WEN Jie, ZHANG Huanli, YUN Xia, XU Min, ZHANG Anna, ZHOU Qingbo

“…Objective To analyze the clinical features and prognostic factors of community-acquired pneumonia （CAP） of elderly patients in medical and nursing institutions. …”
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Machine learning and complex network analysis of drug effects on neuronal microelectrode biosensor data by Manuel Ciba, Marc Petzold, Caroline L. Alves, Francisco A. Rodrigues, Yasuhiko Jimbo, Christiane Thielemann

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Quantitatively Detecting Camellia Oil Products Adulterated by Rice Bran Oil and Corn Oil Using Raman Spectroscopy: A Comparative Study Between Models Utilizing Machine Learning Alg... by Henan Liu, Sijia Ma, Ni Liang, Xin Wang

“…Independent component analysis (ICA), competitive adaptive reweighing sampling (CARS), and their dual combinations served to extract spectral features. …”
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Artificial Intelligence in Healthcare: Innovation and Impact in Medical Practice by Amelia-Maria ISAC, Corina VERNIC

“…However, significant variability exists, particularly in smaller datasets (n < 500) and when suboptimal feature selection strategies are used. The analysis highlights the necessity of robust validation techniques, such as cross-validation and external dataset testing, to mitigate overfitting and improve model reliability across diverse clinical settings. …”
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Bidimensional Increment Entropy for Texture Analysis: Theoretical Validation and Application to Colon Cancer Images by Muqaddas Abid, Muhammad Suzuri Hitam, Rozniza Ali, Hamed Azami, Anne Humeau-Heurtier

“…Entropy algorithms are widely applied in signal analysis to quantify the irregularity of data. In the realm of two-dimensional data, their two-dimensional forms play a crucial role in analyzing images. …”
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An open-source tool for analysis and automatic identification of dendritic spines using machine learning. by Michael S Smirnov, Tavita R Garrett, Ryohei Yasuda

“…Our algorithm is rapid, flexible, has over 90% accuracy in spine detection, and bundled with our user-friendly, open-source, MATLAB-based software package for spine analysis.…”
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Analysis of Flame Evolution Generated from Methyl Laurate Droplet Using Deep Learning by Fikrul Akbar Alamsyah, Chi-Cheng Cheng

“…YOLOv9, a state-of-the-art object detection model, is employed to automatically segment and track key flame features such as flame shape, size, and intensity. …”
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ASSOCIATION BETWEEN ADENOID HYPERTROPHY AND CHRONIC RHINOSINUSITIS IN CHILDREN: A SYSTEMATIC REVIEW by Oleksandr M. Naumenko, Yuliia V. Dieieva, Inna V. Gogunska, Lilia I. Romaniuk, Sergiy V. Ziablitsev

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Diagnostic d'erreurs dans le projet FreeText by Sébastien L'haire, Anne Vandeventer-Faltin

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Chiral and achiral analysis of chiral flavonoids with liquid and supercritical fluid chromatography – A review by Laurine Réset, Clément De Saint Jores, Caroline West

“…One- and two-dimensional methods are reported, and the different detection modes are also examined. Note that this review did not aim at being comprehensive, but rather at displaying the diversity and main features of current methods.…”
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Large-Scale Analysis of Auditory Segregation Behavior Crowdsourced via a Smartphone App. by Sundeep Teki, Sukhbinder Kumar, Timothy D Griffiths

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Biochemical indicators, quality and safety of domestic and wild pig slaughter products by S. V. Furman, I. M. Sokulskyi, D. V. Lisohurska, O. V. Lisohurska, B. V. Gutyj

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