Integrating pyramid vision transformer and topological data analysis for brain tumor by Dhananjay Joshi, Bhupesh Kumar Singh, Kapil Kumar Nagwanshi, Nitin S. Choubey

“…The approach also incorporates an adaptive sampling rate with hierarchical dynamic position embeddings for context-aware multi-scale feature extraction. Feature channels are partitioned into specialized groups via an offset group mechanism to improve feature diversity, and a hierarchical deformable attention strategy further integrates local and global contexts to yield refined feature representations. …”
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CANini: In-Depth Traffic Analysis for Design and Robustness Evaluation of DTree-Based IDS in Automotive Networking Systems by Nicasio Canino, Pierpaolo Dini, Stefano Mazzetti, Daniele Rossi, Sergio Saponara

“…Our analysis offers a comprehensive and extensive characterization of CAN network traffic, examining specifically inter-frame arrival times and patterns in data bytes. We proceeded to test these features by designing a simple anomaly-based IDS that employs a multiclass Decision Tree classifier. …”
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Mapping Fluvial Valleys on the Flanks of Alba Mons: Implications for Amazonian Watershed Development in Northern Tharsis, Mars by Stephen P. Scheidt, David A. Crown, Daniel C. Berman

“…Mapping shows well‐preserved drainage patterns with morphometry and hypsometry that support a prolonged history of erosion and development into mature drainage networks. …”
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Subcortical Brain Segmentation Based on a Novel Discriminative Dictionary Learning Method and Sparse Coding by Xiang Li, Ying Wei, Yunlong Zhou, Bin Hong

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Development and Validation of a Brain Aging Biomarker in Middle-Aged and Older Adults: Deep Learning Approach by Zihan Li, Jun Li, Jiahui Li, Mengying Wang, Andi Xu, Yushu Huang, Qi Yu, Lingzhi Zhang, Yingjun Li, Zilin Li, Xifeng Wu, Jiajun Bu, Wenyuan Li

“…ConclusionsBVGN offers a precise framework for brain aging assessment, demonstrates strong generalization on an external large-scale dataset, and proposes novel interpretability strategies to elucidate multiregional cooperative aging patterns. The brain age gap derived from BVGN is validated as a sensitive biomarker for early identification of MCI and predicting cognitive decline, offering substantial potential for clinical applications.…”
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Diffuse pediatric high-grade glioma of methylation-based RTK2A and RTK2B subclasses present distinct radiological and histomolecular features including Gliomatosis cerebri phenotyp... by Arnault Tauziède-Espariat, Lea L. Friker, Gunther Nussbaumer, Brigitte Bison, Volodia Dangouloff-Ros, Alice Métais, David Sumerauer, Josef Zamecnik, Martin Benesch, Thomas Perwein, Dannis van Vuurden, Pieter Wesseling, Andrés Morales La Madrid, Maria Luisa Garrè, Manila Antonelli, Felice Giangaspero, Torsten Pietsch, Dominik Sturm, David T. W. Jones, Stefan M. Pfister, Yura Grabovska, Alan Mackay, Chris Jones, Jacques Grill, Yassine Ajlil, André O. von Bueren, Michael Karremann, Marion Hoffmann, Christof M. Kramm, Robert Kwiecien, David Castel, Gerrit H. Gielen, Pascale Varlet

“…In conclusion, pedHGG-RTK2A/B tumors are characterized by highly diffuse-infiltrating growth patterns and specific radiological and histo-molecular features. …”
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Research on innovative development path of oil and gas pipeline networks to facilitate the construction of new energy systems by Zhen WANG, Yinghao KONG

“…Methods By delving into China's current status concerning the construction and operation of oil and gas pipeline networks, alongside examining the typical features and developmental patterns of new energy systems, this paper sheds light on the functional orientation of oil and gas pipeline networks within new energy systems. …”
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The Effect of Hydraulic-Natural Fracture Networks on the Waterflooding Development in a Multilayer Tight Reservoir: Case Study by Gang Hui, Shengnan Chen, Youjing Wang, Fei Gu

“…This practical development strategy provides insights for further development of likewise heterogeneous tight sandstone reservoirs.…”
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Development of a clinical decision support system for breast cancer detection using ensemble deep learning by Jasjeet Kaur Sandhu, Chetna Sharma, Amandeep Kaur, Saroj Kumar Pandey, Anurag Sinha, J. Shreyas

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Development of a hip osteoarthritis index for gait quality assessment: a data-driven comparative study by Kamyar Rahmani, Mansour Davoudi, Mohammad Sajjad Alamdar, Rezvan Nasiri

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Development and validation of a programmed cell death index to predict the prognosis and drug sensitivity of gastric cancer by Feizhi Lin, Xiaojiang Chen, Chengcai Liang, Ruopeng Zhang, Guoming Chen, Ziqi Zheng, Bowen Huang, Chengzhi Wei, Zhoukai Zhao, Feiyang Zhang, Zewei Chen, Shenghang Ruan, Yongming Chen, Runcong Nie, Yuangfang Li, Baiwei Zhao

“…AimProgrammed cell death (PCD) critically influences the tumor microenvironment (TME) and is intricately linked to tumor progression and patient prognosis. This study aimed to develop a novel prognostic indicator and marker of drug sensitivity in patients with gastric cancer (GC) based on PCD.MethodsWe analyzed genes associated with 14 distinct PCD patterns using bulk transcriptome data and clinical information from TCGA-STAD for model construction with univariate Cox regression and LASSO regression analyses. …”
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Two Decades of Coastal Development across the Arabian Gulf: Insights from Remote Sensing and Machine Learning by B. Dahy, R. Sousa, M. Sultan, J. A. Burt

“…Future research will focus on detailed analyses of vegetation, urbanization trends, and long-term inundation patterns to better support climate adaptation and regional resilience planning in the Arabian Gulf.…”
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Unraveling genetic predisposition and oxidative stress in vitiligo development and the role of artificial intelligence (AI) in diagnosis and management by Kocić Hristina, Lotti Torello, Jevtović-Stoimenov Tatjana, Wollina Uwe, Valle Yan, Lukić Stevo, Klisić Aleksandra

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Technology and practice for efficient development of coalbed methane horizontal wells in high-rank coal of Qinshui Basin by WU Xi

“…By analyzing the characteristics of high-rank coal reservoirs and the development patterns of coalbed methane, this study identifies three key constraints to the efficient development of high-rank coalbed methane: (1) poor precision in selecting areas for efficient development; (2) limited adaptability of development technologies; (3) a mismatch between stimulation processes and coal reservoirs. …”
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Developing a Sleep Algxorithm to Support a Digital Medicine System: Noninterventional, Observational Sleep Study by Jeffrey M Cochran

“… Abstract BackgroundSleep-wake patterns are important behavioral biomarkers for patients with serious mental illness (SMI), providing insight into their well-being. …”
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Visualization of FDA Adverse Drug Reaction Reports: Development and Usability Study of the VisDrugs Web Server by Renjun Yang, Nuoya Yin, Yang Zhang, Francesco Faiola

“…ObjectiveThis study aimed to develop VisDrugs, a web-based platform that simplifies ADR visualization and comparison using FAERS data. …”
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The two ends of the spectrum: comparing chronic schizophrenia and premorbid latent schizotypy by actigraphy by Szandra László, Ádám Nagy, József Dombi, Emőke Adrienn Hompoth, Emese Rudics, Zoltán Szabó, András Dér, András Búzás, Zsolt János Viharos, Anh Tuan Hoang, Vilmos Bilicki, István Szendi

“…Further studies should explore these features in the prodromal and clinical High-Risk groups to refine our understanding of the development of the disorder.…”
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Community-Engaged Development of Equitable and Scalable Mobile Health Tools for Tobacco TreatmentTake-Home Points by Joanna L. Hart, MD, Tamar Klaiman, PhD, MPH, Michael Scott, BS, George M. Fernandez, Dorothy Sheu, MPH, Aerielle Belk, BS, Jasmine A. Silvestri, MPH, Jannie Kim, MPH, Scott D. Halpern, MD, PhD, Nsenga Farrell, EdD, MA

“…We iteratively developed and refined tools used in a large, pragmatic trial. …”
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Risk of developing drug abuse in administration of a new hexaazaisowurtzitane derivative-based analgesic (experimental study) by S. G. Krylova, T. N. Pove’teva, K. A. Lopatina, Yu. V. Nesterova, E. P. Zueva, O. G. Afanas’eva, P. V. Kulpin, E. A. Kiseleva, N. I. Suslov, D. A. Kulagina, S. V. Sysolyatin, V. V. Zhdanov

“…The active pharmaceutical ingredient is an organic, low molecular weight compound 4-(3,4-dibromothiophene carbonyl)-2,6,8,12-tetraacetyl-2,4,6,8,10,12-hexaazatetracyclo [5,5,0,03,11,05,9]dodecane that was first synthesized according to computer modeling results at the IPCET SB RAS (Biysk).The likelihood of developing physical dependence was explored by per os administration of thiowurtzine and the reference drug tramadol twice a day for 5 days as follows: 1) at 9 a.m. – thiowurtzine 50 mg / kg and tramadol 10 mg / kg, at 3 p.m. – thiowurtzine 50 mg / kg and tramadol 10 mg / kg; 2) at 9 a.m. – thiowurtzine 50 mg / kg and tramadol 10 mg / kg, at 3 p.m. – thiowurtzine 75 mg / kg and tramadol 15 mg / kg; 3) at 9 a.m. – thiowurtzine 75 mg / kg and tramadol 15 mg / kg, at 3 p.m. – thiowurtzine 75 mg / kg and tramadol 15 mg / kg; 4) at 9 a.m. – thiowurtzine 100 mg / kg and tramadol 20 mg / kg, at 3 p.m. – thiowurtzine 100 mg / kg and tramadol 20 mg / kg; 5) at 9 a.m. – thiowurtzine 100 mg / kg and tramadol 20 mg / kg, at 3 p.m. – naloxone 10 mg / kg subcutaneously.In all the groups, the intensity of the withdrawal syndrome was studied by specific features in outbred male CD1 mice. …”
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Extraction and location of subway shield tunnel segment joints from RMLS point clouds by Liying Wang, Ze You, Yong Feng, Chunxi Xie, Mahamadou Camara

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