Deep Learning Innovations: ResNet Applied to SAR and Sentinel-2 Imagery by Giuliana Bilotta, Luigi Bibbò, Giuseppe M. Meduri, Emanuela Genovese, Vincenzo Barrile

“…ResNet, noted for its deep residual learning capabilities, significantly enhances the classifier’s proficiency in identifying intricate patterns and features from high-resolution images. …”
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JAMES BOND AND STIERLITZ IN THE CONTEXT OF “PERSONAL HISTORY” by Dar`ya A. Holub

“…The special understanding of the myth with its historical features, which has been developed in the literature by the end of the 20th century, with the obligatory coverage of the repetitive patterns in the life of mankind is emphasized. …”
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Planning for Cultural Connectivity: Modeling and Strategic Use of Architectural Heritage Corridors in Heilongjiang Province, China by Lyuhang Feng, Jiawei Sun, Tongtong Zhai, Mingrui Miao, Guanchao Yu

“…A closed-loop strategy of “identification–analysis–optimization” is developed, featuring tiered collaboration, cultural–ecological synergy, and multi-agent dynamic evaluation. …”
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An Exploration on Aperiodic Activities and Transient Oscillations During Semantic Processing: A Study With Wearable MEG by Xiaoyu Liang, Yuyu Ma, Ruonan Wang, Huanqi Wu, Changzeng Liu, Fuzhi Cao, Nan An, Min Xiang, Yueyang Zhai, Xiaolin Ning

“…However, there is a scarcity of research exploring the semantic-related patterns associated with aperiodic and transient periodic brain activities. …”
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Computed tomography radiomics to predict microsatellite instability status and immunotherapy response in gastric cancer by Zhou Li, Zixuan Ding, Yongping Lian, Yongqing Liu, Lei Wang, Pengbo Hu, Fangyuan Zhang, Yan Luo, Hong Qiu

“…Abstract Objectives To develop and validate a CT radiomics model for predicting microsatellite instability (MSI) status in preoperative gastric cancer (GC) patients and to explore the underlying immune infiltration pattern of the radiomics model. …”
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Monitoring paddy rice cultivation adjustments in Northeast China through time series remote sensing and deep learning by Shihao Wang, Chong Huang, Lingxiao Huang, Xinliang Xu, Huading Shi, Qingbao Gu, Qiang Xue, Shiai Liu, Chenchen Zhang

“…To these, in this study, we developed a paddy rice mapping framework that integrates automatically generated training samples, time series features from key cultivation stages, and a deep learning model to improve paddy rice identification accuracy in Northeast China, which is a typical rice-wetland coexisting area. …”
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Optical thermometry and fingerprint detection in SrLa1−xEuxLiTeO6 phosphors with abnormal thermal quenching effect by Zheng-Rong Xia, Rong-Qing Li, Qing-Hua Zheng, Fang-Fang Liu, Wei-Wei Zhou, Kai-Xuan Yuan, Yue Tong, Wang Zhao

“…Moreover, the fluorescence images of fingerprints developed by SrLa0.5Eu0.5LiTeO6 phosphors were clearly visible, and level I–III detail features were highlighted. …”
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Parametric Design and Mechanical Characterization of a Selective Laser Sintering Additively Manufactured Biomimetic Ribbed Dome Inspired by the Chorion of Lepidopteran Eggs by Alexandros Efstathiadis, Ioanna Symeonidou, Emmanouil K. Tzimtzimis, Dimitrios Avtzis, Konstantinos Tsongas, Dimitrios Tzetzis

“…Quasi-static compression testing was carried out in conjunction with finite element analysis (FEA) to investigate the deformation patterns and stress dispersion of the models. The biomimetic ribbed dome appears to significantly dampen the snap-through behavior that is observed in typical solid and lattice domes, decreasing dynamic stresses developed during the response and preventing catastrophic failure of the structure. …”
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The observational EURACAN prospective clinical registry dedicated to epithelioid hemangioendothelioma: The protocol of an international and collaborative effort on an ultra-rare en... by Anna Maria Frezza, Hugh Leonard, Ninna Aggerholm-Pedersen, Giuseppe Badalamenti, Paolo Baili, Giacomo G Baldi, Sebastian Bauer, Serena Bazzurri, Irene Benzonelli, Alexia Bertuzzi, Jean-Yves Blay, Giuseppe Bianchi, Simone Bonfarnuzzo, Christophe Bouvier, Kyetil Boye, Javier Martin Broto, Antonella Brunello, Domenico Campanacci, Paolo G Casali, Carlo Cicala, Elisa Crotti, Lorenzo D'Ambrosio, Angelo Paolo Dei Tos, Nils Dieckmann, Armelle Dufresne, Stephanie Elston, Virginia Ferraresi, Stefano Gabellini, Claudia Giani, Vincenzo Giannusa, Melissa Gil Sanjines, Teresa Grassani, Alessandro Gronchi, Paolo Lasalvia, Stefan Lindskog, Nadia Hindi, Matilde Ingrosso, Andrei Ivanescu, Robin Jones, Iwona Lugowska, Julia Ketzer, Anna Mariuk-Jarema, Alessandro Mazzocca, Laura Monteleone, Carlo Morosi, Andrea Napolitano, Francesca Nardozza, Elisabetta Neri, Maria Nilsson, Andri Papakonstantinou, Sandro Pasquali, Marta Sbaraglia, Federico Scolari, Joanna Szkandera, Claudia Valverde, Bruno Vincenzi, Salvatore Vizzaccaro, Federica Zuccheri, Silvia Stacchiotti, Annalisa Trama

“…VariablesFull details on patients and disease features, treatment and outcome will be collected, according to common clinical practice guidelines developed and shared with all the contributing centers. …”
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Single-cell microbiota phenotyping reveals distinct disease and therapy-associated signatures in Crohn’s disease by Lisa Budzinski, Gi-Ung Kang, René Riedel, Toni Sempert, Leonie Lietz, René Maier, Janine Büttner, Bettina Bochow, Marcell T. Tordai, Aayushi Shah, Amro Abbas, Tanisha Momtaz, Jannike L. Krause, Robin Kempkens, Katrin Lehman, Gitta A. Heinz, Anne E. Benken, Stefanie Bartsch, Kathleen Necke, Ute Hoffmann, Mir-Farzin Mashreghi, Robert Biesen, Tilmann Kallinich, Tobias Alexander, Bosse Jessen, Carl Weidinger, Britta Siegmund, Andreas Radbruch, Anja Schirbel, Benjamin Moser, Hyun-Dong Chang

“…The data were analyzed by machine-learning to assess disease-specific marker patterns in the microbiota phenotype. mMFC captured detailed characteristics of CD microbiota and identified patterns to classify CD patients. …”
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Autofluorescence Imaging of Parathyroid and Thyroid Under Visible and Near-IR Light Excitation by Zhenguo Wu, Sam M. Wiseman, Haishan Zeng

“…Heterogeneous fluorescence patterns were observed in most of the parathyroid adenoma cases across all the excitation wavelengths.…”
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Sedimentary Characteristics and Petroleum Geological Significance of the Middle–Upper Triassic Successions in the Wushi Area, Western Kuqa Depression, Tarim Basin by Yahui Fan, Mingyi Hu, Qingjie Deng, Quansheng Cai

“…This study focuses on the Wushi Sag, systematically analyzing the sedimentary facies types, the evolution of sedimentary systems, and the distribution patterns of the Triassic Kelamayi and Huangshanjie formations. …”
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Transfer learning drives automatic HER2 scoring on HE-stained WSIs for breast cancer: a multi-cohort study by Xiaoping Li, Zhiquan Lin, Chaoran Qiu, Yiwen Zhang, Chuqian Lei, Shaofei Shen, Weibin Zhang, Chan Lai, Weiwen Li, Hui Huang, Tian Qiu

“…Patch analysis revealed a core-to-peritumoral probability decrease pattern as malignancy spread outward from the lesion's core. …”
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TECTONOPHYSICAL SIGNS OF THE FORMATION OF STRONG EARTHQUAKE FOCI IN SEISMIC ZONES OF CENTRAL ASIA by S. I. Sherman

“…Such movements take place in a stepwise pattern with high or reduced friction, depending on the presence of fluids, hitches on the fault planes and other factors. …”
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Ангари як архітектурний елемент авіаційних музейних комплексів by Yuriy Doroshenko, Alexander Khlyupin, Bohdana Nikolchuk

“…This article explores the various uses of civil aircraft in museum hangars, ranging from flying for entertainment and exploring the world to distant communities. The patterns of design of this type of buildings are characterized, the specifics of their planning are analyzed. …”
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PROGNOSTIC SIGNIFICANCE OF nm23 PROTEIN IN THE TUMORS OF PATIENTS WITH COLORECTAL CANCER by D. A. Golovkov, I. P. Moshurov, V. V. Delektorskaya, D. V. Sukhoverkov, M. B. Bykovtsev, R. I. Moshurov, L. O. Petrov

“…In nmtastasis of CRC the main patterns of expression of a marker characteristic of the corresponding primary tumors was preserved. …”
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Broadband millimeter-wave metasurface antenna array with printed ridge gap waveguide for high front-to-back ratio by Hao Yi, Yajie Mu, Jiaqi Han, Long Li

“…The measured results also suggest that the proposed MTS antenna possesses −35 dB cross-polarization level and stable radiation patterns. In addition, the proposed antenna remains a very low profile of 1.7 mm (0.17λ0 at 28 GHz). …”
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Diagnosing urban traffic anomalies by integrating geographic knowledge and tensor theory by Zilong Zhao, Luliang Tang, Chang Ren, Xue Yang, Zihan Kan, Qingquan Li

“…Specifically, ST-LRST introduces a truncated nuclear norm, as a tighter nonconvex alternative to the tensor low-rank function, to more accurately estimate daily traffic patterns, thus improving the extraction accuracy of the sparse anomaly tensor. …”
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Classification of maize seed hyperspectral images based on variable-depth convolutional kernels by Yating Hu, Hongchen Zhang, Hongchen Zhang, Changming Li, Qianfu Su, Wei Wang

“…This design enables the network to adaptively extract continuous spectral features by modulating kernel depth, while simultaneously capturing fine-grained textural patterns through hierarchical convolutional operations. …”
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Сhild-parent relationship as a predictor of youth’s financial activity by N. E. Zhdanova, I. V. Vorobeva, M. S. Krivoshchekova, S. I. Velkova

“…The study of financial behaviour and human activity in relation to the management of material resources seems relevant both from the point of view of identifying potential risks of deviant behaviour patterns in this area, and identifying training opportunities for effective management of their own financial resources. …”
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