Seismic Facies Classification of Salt Structures and Sediments in the Northern Gulf of Mexico Using Self-Organizing Maps by Silas Adeoluwa Samuel, Camelia C. Knapp, James H. Knapp

“…By automating data integration and property prediction, the proposed workflow leads to a cost-effective and faster understanding of the subsurface than traditional interpretation methods. …”
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Involvement of Russian student youth in Internet communications as a factor in the formation of models of their socio-political activity by E. A. Istyagina-Yeliseeva, C. E. Barijenikova, A. V. Boldyreva

“…Сonsiderable attention has been paid to the peculiarities of determining the attitudes of young people to participate in elections, as the most obvious form of their political activity. Using the methods of mathematical statistical analysis, the forms of Internet activity of young people have been studied and considered as factors of integration values political activities in dispositional personality structure, political orientation and willingness to co-operate with various actors power relations (political institutions, social movements, parties, groups of political activists), as well as acceptable forms of political behavior. …”
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The Role of Agricultural Socialized Services in Unlocking Agricultural Productivity in China: A Spatial and Threshold Analysis by Yu Bai, Yuheng Wei, Ruofan Liao, Jianxu Liu

“…In developing economies, these services catalyze gains in agricultural labor productivity through the integration of advanced technologies and the mechanization of farming practices. …”
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Comparative Analysis of Energy Consumption and Performance Metrics in Fuel Cell, Battery, and Hybrid Electric Vehicles Under Varying Wind and Road Conditions by Ahmed Hebala, Mona I. Abdelkader, Rania A. Ibrahim

“…Simulation models were developed using MATLAB 2021a Simulink environment, thus enabling the integration of standardized driving cycles with real-world wind and terrain variations. …”
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HiImp-SMI: an implicit transformer framework with high-frequency adapter for medical image segmentation by Lianchao Huang, Feng Peng, Binghao Huang, Yinghong Cao

“…The entire network is trained in a supervised end-to-end manner, with frequency-adaptive modules integrated into the encoding stages of the Transformer backbone. …”
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Influence of patient motion on definition of typical cephalometric reference points in digital horizontally scanning cephalometric radiography by Kim Martin, Christos Katsaros, Robert Brylka, Ulrich Schwanecke, Ralf Schulze

“…Future advancements in this field may include the integration of artificial intelligence or algorithms for the purpose of motion correction.…”
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Concrete design and biotic colonization at the interface with the human user by Anne Marie Mahon, Christine A. Maggs, P. A. M. Basheer, Mark P. Johnson

“…Maximizing biodiversity on these artificial structures is being approached using various eco-engineering methods, as an opportunity for bioreceptivity, but less attention has been given to how their biotic colonization will affect human users. …”
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Ethnobotanical study of wild and semi-wild edible plants in Yeki district, Sheka Zone, Southwest Ethiopia by Ashebir Awoke, Yared Siyum, Girma Gudesho, Fetku Akmel, Kiros Shiferaw Abate

“…Methods This study employed a cross-sectional ethnobotanical survey conducted from November 2023 to August 2024 across five purposively selected kebeles. …”
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Genome and transcriptome wide association study identify candidate genes regulating folate levels in maize by Chenglin Zou, Meng Yang, Aihua Huang, Runxiu Mo, Ruining Zhai, Kaijian Huang

“…Here, we integrated multi-omics approaches to elucidate the molecular mechanisms governing folate accumulation in maize.MethodsA total of 380 maize kernels representing 190 maize inbred lines from China, Thailand, Mexico, and Peru were collected. …”
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Comparative evaluation of deep learning architectures, including UNet, TransUNet, and MIST, for left atrium segmentation in cardiac computed tomography of congenital heart diseases by Seoyeong Yun, Jooyoung Choi

“…Methods We analyzed 108 publicly available, de-identified CT volumes from the ImageCHD dataset. …”
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Analyzing coastal dynamics by means of multi-sensor satellite imagery at the East Frisian Island of Langeoog, Germany by Julia Holzner, Günter Strunz, Sandro Martinis, Simon Plank

“…To achieve this, we assessed and integrated thresholding and classification methods based on their suitability for specific sensors and proxies. …”
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The control effect of the pore and fracture characteristics of tectonic coal assisted by the triaxial stress permeability system on permeability by Shi wenfang, Ru zhongliang, Zhao binbin, Lu guoju

“…To achieve this, a triaxial stress permeability system and deep learning (DL) techniques are employed to conduct experiments on tectonic coal samples, enabling the measurement of permeability variations under different stress conditions. Furthermore, high-resolution fracture images are collected, and DL-based methods are utilized for fracture identification and feature extraction. …”
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Unveiling neurophobia: exploring factors influencing medical students, residents and non-neurologist physicians globally and its implications on neurology care – a systematic revie... by Abdulrahman A AlZahrani, Bashaier G AlQahtani, Mawadda A Bayazeed, Mohammad Eid Mahfouz

“…This systematic review and meta-analysis aimed to quantify the prevalence of neurophobia among medical students, residents and non-neurologist physicians, identify contributing factors (including lack of basic science/clinical integration) and explore its implications for neurology care.Methods We systematically searched PubMed, Scopus and Google Scholar for studies published between 2000 and 2024 reporting on neurophobia. …”
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Glycosylation of immunoglobulin g: role of genetic and epigenetic influences. by Cristina Menni, Toma Keser, Massimo Mangino, Jordana T Bell, Idil Erte, Irena Akmačić, Frano Vučković, Maja Pučić Baković, Olga Gornik, Mark I McCarthy, Vlatka Zoldoš, Tim D Spector, Gordan Lauc, Ana M Valdes

“…<h4>Methods</h4>76 N-glycan traits in circulating IgG were analyzed by UPLC in 220 monozygotic and 310 dizygotic twin pairs from TwinsUK. …”
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Exploring hypoxia-related genes in spinal cord injury: a pathway to new therapeutic targets by Shihuan Cheng, Le Li, Mengmeng Xu, Ningyi Ma, Yinhua Zheng

“…Exploring hypoxia-related genes in SCI may reveal potential therapeutic targets and improve our understanding of its pathogenesis.MethodsWe developed a diagnostic model using LASSO regression and Random Forest algorithms to investigate hypoxia-related genes in SCI. …”
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Clinical and Biometric Factors Associated with Prediction Errors Related to Lens Position in Vitrectomized Patients by Eloi Debourdeau, Pierre Pineau, Chloe Chamard, Julien Plat, Didier Hoa, Frederico Manna, Sandrine Akouete, Thibault Mura, Max Villain, Nicolas Molinari, Vincent Daien

“… Introduction: The aim of the study was to evaluate clinical and biometric factors leading to a prediction error related to lens position in pars plana vitrectomy. Methods: This study was conducted as a consecutive retrospective case series at the Department of Ophthalmology, Montpellier University Hospital. …”
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Privacy-Preserving Approach for Early Detection of Long-Lie Incidents: A Pilot Study with Healthy Subjects by Riska Analia, Anne Forster, Sheng-Quan Xie, Zhiqiang Zhang

“…Real-time deployment on a Raspberry Pi 5 demonstrated the system is capable of accurately detecting long-lie incidents based on continuous monitoring over 15 min, with minimal posture variation; (4) Conclusion: The proposed system introduces a novel approach to long-lie detection by integrating privacy-aware sensing, interpretable posture-based features, and efficient edge computing. …”
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Vaccination as a strategy for Chlamydia trachomatis control: a global mathematical modeling analysis by Monia Makhoul, Laith J. Abu-Raddad

“…Vaccination may offer a promising strategy for its global control. Methods A deterministic, age-structured mathematical model was applied to assess the global impact of a hypothetical CT vaccine. …”
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Enhancing vehicle performance through the application of airfoils as spoilers with movable trailing edge [version 2; peer review: 2 approved] by Husein Amro, Majdi Zalloum, Mohammad Abu Sirreya, Ahmad Karaki

“…The findings support the integration of active aerodynamic control systems in vehicle design. …”
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Analysis of the Impact of Global Oil Prices On GDP (on the Example of the Azerbaijan Republic) by N. S. Ayyubova

“…The article analyzes the impact of world oil prices (external and internal factors) on the country’s GDP, considers fluctuations in world oil prices, their impact on the national economy of Azerbaijan and the integrability of these macroeconomic indexes. Materials and methods. …”
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