How do data authors perform in data-intensive research activities? Evidence from author contribution statement in data papers by Heng Yang, Yonglin Yu, Fenghong Liu

“…By employing the Contributor Roles Taxonomy (CRediT), this study examines the division of scientific labor in data papers from Data in Brief. Method and analysis. Utilizing methods of mathematical statistics and data visualization, we analysed the connections between the 14 CRediT roles within data papers. …”
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Discovering the Structure of Knowledge in Urban Data Mining Using Vocabulary Co-occurrence Analysis by Enayat Alah Mohaghegh Nasab, Mahmoud Mohamadi

“…In the current study, which is development in terms of purpose and descriptive-analytical in terms of method; It is taken from the co-occurrence analysis of words for further analysis and understanding of the field of urban data mining. …”
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Establishing Reference Values for Thyroid Vascularity Using Ultra-Micro Angiography (UMA) Ultrasound Technology by Luciana Moisa-Luca, Andreea Bena, Stefania Bunceanu, Dana Stoian

“…<b>Conclusions:</b> sUMA technology is a reliable and reproducible method for evaluating thyroid microvascularity in healthy individuals. …”
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Implementation of Integrated Smart Construction Monitoring System Based on Point Cloud Data and IoT Technique by Ju-Yong Kim, Suhyun Kang, Jungmin Cho, Seungjin Jeong, Sanghee Kim, Youngje Sung, Byoungkil Lee, Gwang-Hee Kim

“…The system addresses the limitations of traditional BIM-based methods by leveraging high-precision PCD that accurately reflects actual site conditions. …”
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An Advanced Combinatorial System from <i>Vitis vinifera</i> Leaves and Propolis Enhances Antioxidants’ Skin Delivery and Fibroblasts Functionality by Sophia Athanasopoulou, Eleni Spanidi, Eleni Panagiotidou, Andrea Cavagnino, Anaïs Bobier, Konstantinos Gardikis

“…The result is a raw material that exhibits antioxidant and ECM protective effects when administered in skin fibroblasts (NHDFs). <b>Methods</b>: The antioxidant and ECM promoting efficacy of the produced raw material was assessed by the Folin–Ciocalteu method, DPPH assay, and in cellulo assays in fibroblasts, such as the cell viability assay, scratch assay, cell migration assay, gene expression analysis, and immunofluorescence analysis, for the detection, visualization, and quantification of collagen-I, collagen-IIIa, and elastin signals and collagenase assay. …”
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‘The Apex of Hipster XML GeekDOM’ by Lynne Siemens, Ray Siemens, Hefeng (Eddie) Wen, Cara Leitch, Dot Porter, Liam Sherriff, Karin Armstrong, Melanie Chernyk

“…This methodological approach is drawn from marketing and organizational behavior, manifest in social networking, in the study of viral marketing campaigns conducted in online environments.  The method for this work was centred around a viral marketing experiment designed to showcase the TEI and novel ways that it can be used to encode different kinds of text.  …”
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Innovative Approach to Detecting Autism Spectrum Disorder Using Explainable Features and Smart Web Application by Mohammad Abu Tareq Rony, Fatama Tuz Johora, Nisrean Thalji, Ali Raza, Norma Latif Fitriyani, Muhammad Syafrudin, Seung Won Lee

“…The model was compared with other approaches, including XGBoost, Deep Models with Residual Connections and Ensemble (DMRCE), and fast lightweight automated machine learning systems. Each method was fine-tuned, and performance was verified using k-fold cross-validation. …”
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Updating parameters of an information model for road construction flow in work development project by T. V. Bobrova

“…Such elements in the system of an integrated road construction flow include linear specialized detachments.Models and methods. A single information model of an object as part of the construction organization project (COP) forms the overall strategy for managing the construction of the road. …”
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388 Subtyping social determinants of health in cancer: Implications for health equity policies by Suresh Bhavnani, Suresh K. Bhavnani, Rodney Hunter, Susanne Schmidt, Brian Downer, Jeremy Warner

“…Dependent variables: depression, delayed medical care, and ER visits in the last year. Analytical Method. (1) Bipartite network analysis with modularity maximization to identify participant-SDoH biclusters, measure the degree of their biclusteredness (Q), and estimate the significance of Q. (2) Visualization of the results using the ExplodeLayout force-directed algorithm. (3) Multivariable logistic regression (adjusted for demographics and corrected through FDR) to measure the odds ratio (OR) of each bicluster compared pairwise with the other biclusters to estimate their risk for the 3 outcomes. …”
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An ESG-ConvNeXt network for steel surface defect classification based on hybrid attention mechanism by Ning Zhang, Ziyang Liu, Enxu Zhang, Yuanqi Chen, Jie Yue

“…First, in the image processing stage, we introduce a serial multi-attention mechanism approach. This method fully leverages the extracted information and improves image information retention by combining the strengths of each module. …”
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Robust EEG Characteristics for Predicting Neurological Recovery from Coma After Cardiac Arrest by Meitong Zhu, Meng Xu, Meng Gao, Rui Yu, Guangyu Bin

“…By integrating machine learning (ML) algorithms, such as Gradient Boosting Models and Support Vector Machines, with SHAP-based feature visualization, robust screening methods were applied to ensure the reliability of predictions. …”
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Radical removal of advanced cancer of the oral cavity and oropharynx by P. V. Svetitskiy

“…To develop an operation in patients with advanced cancer of the oral cavity and oropharynx, allowing to visualize the area of the tumor with it’s radical removal and postoperative healing without suppuration.Patients and methods. …”
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A FUSED PET/MRI IN A PLANNING AND PERFORMING STEREOTACTIC OPERATIONS IN BRAIN TUMORS by A. I. Kholyavin, V. B. Nizkovolos, A. F. Gurchin, T. Yu. Skvortsova

“…Objective – study of the diagnostic capabilities of MRI and PET/CT scanners and the available user programs for processing DICOM-images in the implementation of the preoperative planning of stereotactic interventions in patients with deep cerebral gliomas in terms of fusion the scans of a brain.Material and methods. 35 stereotactic surgeries (biopsies and treatment cryoablations) were preplanned and then conducted in patients with brain deep-seated tumors. …”
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Assessment of repolarization heterogeneity in myocardial infarction patients by QT interval time variability (dispersion) and dynamics of the first electrocardiogram derivative by O. K. Rybak, Ya. P. Dovgalevskyi, N. V. Furman, A. N. Burlaka, N. Yu. Durnova

“…The proposed parameters of QT interval time variability and time dynamics of wave T velocity characteristics could be used for the risk stratification in MI patients. This method is faster and less expensive than coronary angiography, as a standard visualization procedure.…”
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Towards a more robust representation of lithic industries in archaeology: a critical review of traditional approaches and modern techniques by Looten, Julien, Gravina, Brad, Muth, Xavier, Villaeys, Maxime, Bordes, Jean-Guillaume

“…Although less widely known than 3D imaging, RTI is an inexpensive, easily transferred photographic method that can be performed using non specialist equipment. …”
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Radiological and Morphometric Features of Canalis Sinuosus in Russian Population: Cone-Beam Computed Tomography Study by Avanesov Anatoly, Yuri Sedov, Evgeniya Gvozdikova, Oleg Mordanov, Liudmila Kruchinina, Karen Avanesov, Anna Vinogradova, Sergei Golub, Dalila Khaydar, Nguyen Giao Hoang, Hadi M. Darawsheh

“…Cone-beam computed tomography (CBCT) is considered to be the most informative radiographic method for pre- and postoperative analysis of the maxillary anatomy and for avoiding further complication. …”
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Analysis on evolution of international agricultural trade dependence network from perspective of vulnerability by Yue Wang, Linchen Zhang

“…IntroductionThe vulnerability of transnational supply of agricultural products has become one of key factors affecting food security at the global scale.MethodsThis study applies the social network analysis method for systematic exploration of the evolution of the international agricultural trade dependence network (TDN) from the perspective of vulnerability. …”
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Islamic Studies in the Context of Digital Humanities by Tuba Nur Saraçoğlu

“…In this context, this article will discuss the digital possibilities used in the field of theology within the framework of databases and softwares, and then address the working processes of digital humanities within the scope of data acquisition, cleaning, analysis, and visualization. This article will also evaluate prominent studies based on the new research methods digital humanities have brought to this field and projects that will have a long-lasting impact on the future of Islamic sciences under the relevant headings.…”
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Application of neural network technology for public opinion analysis by Kyrylo Perevoznyk, Yurii Parzhyn

“…The research is devoted to studying and using neural network technologies, in particular algorithms and methods of natural language processing, to increase the efficiency of studying and analyzing public opinion of Ukraine’s partner countries regarding the war in Ukraine. …”
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Comprehensive review of dimensionality reduction algorithms: challenges, limitations, and innovative solutions by Aasim Ayaz Wani

“…Dimensionality reduction (DR) simplifies complex data from genomics, imaging, sensors, and language into interpretable forms that support visualization, clustering, and modeling. Yet widely used methods like principal component analysis, t-distributed stochastic neighbor embedding, uniform manifold approximation and projection, and autoencoders are often applied as “black boxes,” neglecting interpretability, fairness, stability, and privacy. …”
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