A Comparative Review: Biological Safety and Sustainability of Metal Nanomaterials Without and with Machine Learning Assistance by Na Xiao, Yonghui Li, Peiyan Sun, Peihua Zhu, Hongyan Wang, Yin Wu, Mingyu Bai, Ansheng Li, Wuyi Ming

“…Using a dual-perspective analysis approach, it highlights the unique advantages of machine learning in data processing, predictive modeling, and optimization. …”
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BioLake: an RNA expression analysis framework for prostate cancer biomarker powered by data lakehouse by Qiaowang Li, Yaser Gamallat, Jon George Rokne, Tarek A. Bismar, Reda Alhajj

“…In summary, BioLake offers a lightweight online tool to facilitate bioinformatic mRNA data analysis with the support of custom online data processing.…”
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Comparison of methods for selecting a promising walnut gene pool according to fruit quality by S. G. Biganova, Yu. I. Sukhorukikh, E. K. Pchikhachev

“…They were presented in the Program and Methods for Walnut Breeding (method 1) and the Program and Methodology of Variety Studies for Fruit, Berry and Nut Crops (method 2).Materials and methods. Statistical data processing was performed using the licensed Stadia-8 software.Results. …”
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Stem and Leaf Segmentation and Phenotypic Parameter Extraction of Tomato Seedlings Based on 3D Point by Xuemei Liang, Wenbo Yu, Li Qin, Jianfeng Wang, Peng Jia, Qi Liu, Xiaoyu Lei, Minglai Yang

“…However, these measurements face several challenges, including environmental variability, sample heterogeneity, and complex data processing. This study presents a method applicable to stem and leaf segmentation and parameter extraction during the tomato seedling stage, utilizing three-dimensional point clouds. …”
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Peculiarities of acoustic diagnostic methods in pediatric practice (literature review, own research) by Yu.V. Marushko, O.V. Khomych

“…The effectiveness of the acoustic monitoring device "Trembita-Corona" developed and implemented in clinical practice is confirmed by the possibility of mathematical data processing, which significantly increases the accuracy of diagnosis, excluding the human factor. …”
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Fiber-Optic Distributed Acoustic Sensing for Smart Grid Application by Xiaofeng Zhang, Jun Qi, Xiao Liang, Zhen Guan, Zeguang Liu, Chang Zhang, Dabin Chen, Weifeng Deng, Changzhi Xu, Xinwei Wang, Huanhuan Liu

“…Addressing the challenges currently faced by DAS technology in the smart grid, including detection accuracy, system cost, and data processing capability, this paper analyzes its major technical bottlenecks and proposes future research directions.…”
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Community-Based 4-Level Intervention Targeting Depression and Suicidal Behavior in Europe: Protocol for an Implementation Project by Katharina Schnitzspahn, Kahar Abdulla, Ella Arensman, Chantal Van Audenhove, Rainer Mere, Victor Pérez Sola, Merike Sisask, András Székely, Piotr Toczyski, Ulrich Hegerl

“…ResultsTo evaluate the implementation of the 4-level intervention and the iFightDepression tool, data related to the process, output, and outcome were collected between 2022 and 2024. Data processing and analyses started in 2023. Analyses are expected to be completed in 2024. …”
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Complex Power System Status Monitoring and Evaluation Using Big Data Platform and Machine Learning Algorithms: A Review and a Case Study by Yuanjun Guo, Zhile Yang, Shengzhong Feng, Jinxing Hu

“…This paper proposed a modified and optimized structure of the Big Data processing platform according to the power data sources and different structures. …”
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The market of full-cycle construction companies: analysis of the current state and key trends by Yu. A. Laamarti, E. G. Dedov, A. A. Nikolaev

“…Key trends governing the development of the market of full-cycle construction companies were identified by means of secondary data processing and computing the average annual growth rate. …”
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EVALUATION OF SELF-FERTILITY IN BLACK CURRANT CULTIVARS IN THE NORTHWEST OF RUSSIA by O. A. Tikhonova

“…The degree of self-fertility was measured by conventional techniques in 3 variants of pollination: 1) natural self-pollination; 2) artificial self-pollination; and 3) free pollination. Statistical data processing was performed using Microsoft Excel and the guidelines by B. …”
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Bioactive compounds in blackberry fruits under the conditions of Central Russia by М. A. Мakarkina, О. A. Vetrova, L. A. Gruner, B. B. Kornilov

“…Fruits of 25 blackberry cultivars and hybrid seedlings from the Institute of Fruit Crop Breeding (VNIISPK) were analyzed for the contents of catechins, leucoanthocyanins, anthocyanins, and total phenolic compounds using the photometric method, and the content of ascorbic acid using the titrimetric method. Statistical data processing was carried out using the methods of variation and correlation analyses.Results. …”
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Assessing physical activity/behavior of adolescents living in the Pacific with accelerometer data: 231 GENEActiv records in New CaledoniaZenodoZenodoZenodoZenodoZenodoZenodoZenodo by Guillaume Wattelez, Stéphane Frayon, Olivier Galy

“…Moreover, since raw data with high granularity and continuous information is provided, studies interested in data processing and testing new methods on time series analyses can use the dataset.…”
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Method for estimating condition of commutation of traction electric DC motors of carrier dumping during operation by V. V. Kharlamov, S. N. Nayden, P. K. Shkodun, P. G. Petrov, A. S. Khloptsov

“…The input and output data processing is carried out in the MATLAB 2017 program.…”
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Relationship of Workload with Work Stress among Nurses during The Covid-19 Pandemic in East Lombok District by Agusnawadi Alipurman, Sastrawan Sastrawan

“…Data collection uses an adoption questionnaire from Cooper and is collected online using Google Forms. Data processing and analysis, for bivariate analysis using the Chi-Square test with = 0.05. …”
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Innovative approaches for skin disease identification in machine learning: A comprehensive study by Kuldeep Vayadande, Amol A. Bhosle, Rajendra G. Pawar, Deepali J. Joshi, Preeti A. Bailke, Om Lohade

“…Investigate the effectiveness and performance of several algorithms, such as the flexible k-nearest neighbor, the sturdy support vector machine (SVM), and the complex convolutional neural networks (CNNs), advanced techniques for automated skin disease detection encompass deep learning methods such as recurrent neural networks (RNNs) for sequential data processing, generative adversarial networks (GANs) for generating synthetic data, and attention mechanisms for focusing on relevant image regions by means of a thorough examination of the most recent studies. …”
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Contemporary digital sociology in search of meaning-making models: the proper and the actual. Review on articles from the research handbook of digital sociology edited by J. Skopek... by E. V. Andrianova, V. A. Davydenko, A. I. Rozmanov

“…The first part of this review presents the key ideas of 15 chapters, focusing on the foundational components of social  theory and their connections to the internet in daily life, digital  technologies for surveys and data processing, the significance  of mobile devices, big data, machine learning, agent-based  models of social phenomena, inclusive digital focus groups, social networking sites in professional contexts, online dating, partner selection based on digital information, the use of digital approaches in online markets, the application of YouTube in social sciences, and automated image analysis. …”
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Database quality assessment in research in paramedicine: a scoping review protocol by Dean Kriellaars, Gordon Giesbrecht, Neil McDonald, Malcolm Doupe, Rob T Pryce

“…Protocols, commentaries, case studies, interviews, simulations and experimental data-processing techniques will be excluded. No restrictions will be placed on language. …”
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Intelligent prediction and understanding of self-shrinkage in ultra-high performance concrete based on machine learning by Ji Hao, Wenbin Jiao, Xinpo Xie, Dula Man, Shengwei Huang

“…This approach mitigated variances in raw material compositions, simplified data processing, and enhanced model prediction efficiency. …”
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Anomaly Detection and Business Process Orchestration for Low-Code Platform in Power System Based on Deep-Cross Model With Data Balancing by Jin Huang, Ming Sheng Xu, Chang Ming Zhu, Guo An Wang

“…Unlike prior studies that primarily focus on single-aspect improvements in either data processing or model architecture, our comprehensive approach simultaneously addresses data imbalance, feature sparsity, and processing efficiency. …”
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Search for differentially methylated regions in ancient and modern genomes by D. D. Borodko, S. V. Zhenilo, F. S. Sharko

“…This analysis involves a two­step data processing approach, where the first step involves the identification and  filtration of tissue­specific methylation regions, and the second step focuses on the direct search for differentially methylated regions in specific areas associated with the researcher’s target condition. …”
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