Comprehensive Review of Hybrid Feature Selection Methods for Microarray-Based Cancer Detection by Azka Khoirunnisa, Didit Adytia, Mustafa Mat Deris, Adiwijaya

“…More recently, the focus of research has shifted to hybrid approaches that merge several feature selection techniques to mitigate the weaknesses of one method while maximizing the strengths of others. This paper offers an extensive review on feature selection techniques for microarray data and focuses on evaluating the performance of different hybrid methods as an important research gap. …”
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Fibrillary Glomerulonephritis Diagnosis Is Enhanced by DNAJB9: Three Cases with Different Clinical, Anatomopathologic Features and Outcomes by José C. De La Flor, Marco Dominguez Davalos, Tania Linares Grávalos, Marina Alonso-Riaño, Francisco Díaz, Celia Rodríguez Tudero, Rocío Zamora González-Mariño, Michael Cieza Terrones, Jesús Hernández Vaquero

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Structural changes in the micromycete complex of soil in wheat agrocenoses depending on tillage methods by A. V. Ponomarev, E. Yu. Gyrnets, V. M. Dubyaga

“…The work has been done to identify the correlation between the applied agrotechnical methods and the formation of soil fungal communities, which is important for optimizing strategies to manage the phytosanitary state of agroecosystems. …”
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Flowsheets for hydroxyacetone–phenol binary mixture separation: The use of special distillation methods by I. S. Gaganov, E. V. Rytova, A. K. Frolkova

“…To study the possibility of hydroxyacetone–phenol binary mixture (a constituent of a mixture of phenol production by the cumene method) separation in flowsheets based on the use of distillation special methods. …”
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Methods of security situation prediction for industrial internet fused attention mechanism and BSRU by Xiangdong HU, Zhengguo TIAN

“…The security situation prediction plays an important role in balanced and reliable work for industrial internet.In the face of massive, high-dimensional and time-series data generated in the industrial production process, traditional prediction models are difficult to accurately and efficiently predict the network security situation.Therefore, the methods of security situation prediction for industrial internet fused attention mechanism and bi-directional simple recurrent unit (BSRU) were proposed to meet the real-time and accuracy requirements of industrial production.Each security element was analyzed and processed, so that it could reflect the current network state and facilitate the calculation of the situation value.One-dimensional convolutional network was used to extract the spatial dimension features between each security element and preserve the temporal correlation between features.The BSRU network was used to extract the time dimension features between the data information and reduced the loss of historical information.Meanwhile, with the powerful parallel capability of SRU network, the training time of model was reduced.Attention mechanism was introduced to optimize the correlation weight of BSRU hidden state to highlight strong correlation factors, reduced the influence of weak correlation factors, and realized the prediction of industrial internet security situation combining attention mechanism and BSRU.The comparative experimental results show that the model reduces the training time and training error by 13.1% and 28.5% than the model using bidirectional long short-term memory network and bidirectional gated recurrent unit.Compared with the convolutional and BSRU network fusion model without attention mechanism, the prediction error is reduced by 28.8% despite the training time increased by 2%.The prediction effect under different prediction time is better than other models.Compared with other prediction network models, this model achieves the optimization of time performance and uses the attention mechanism to improve the prediction accuracy of the model under the premise of increasing a small amount of time cost.The proposed model can well fit the trend of network security situation, meanwhile, it has some advantages in multistep prediction.…”
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Comparison of Wound Healing Effects of Different Micro-Patterned Hydrogels on the Skin of Secondary Intention Rat Model by Hong Jin Choi, Zeeshan Ahmad Khan, AbuZar Ansari, Jeonghyun Choi, Eun Jin Kim, Seo-Hee Han, Ho-Jun Song, Ok Chan Jeong, Yonggeun Hong

“…Materials and Methods: Three different micro-patterned (waves, lines, and checks) hydrogel patches were created using three-dimensional polymer networks. …”
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Modern Aspects of Anticoagulation System Disorders Diagnosis in Children with Different Polymorphisms in Coagulation Genes. Initial Results by Olga B. Gordeeva, Nato D. Vashakmadze, Maria S. Karaseva, Marina A. Babaykina, Natalia V. Zhurkova, Margarita A. Soloshenko, Elena V. Kretova

“…That will allow us to optimize the approach to diagnosis and personalize the management strategy for patients with different chronic pathologies and disorders of the natural anticoagulants system. …”
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Impact of Pseudomonas aeruginosa biofilm formation by different sequence types on treating lower limb vascular infections by Yudi Wang, Qian Xiao, Qiong Yang, Yulin Long, Zhibiao Jiang, Tantao Zhang, Ying Hu, Bingru Gao, Xuanyu Chen, Ting Wang, Linlin Xiao

“…However, most current studies focus on single strains and thus overlook phenotypic differences among coexisting strains within the same host. …”
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Evaluation of Two Irrigation Scheduling Methods and Nitrogen Rates on Corn Production in Alabama by Jose Franco Da Cunha Leme Filho, Brenda V. Ortiz, Kipling S. Balkcom, Damianos Damianidis, Thorsten J. Knappenberger, Mark Dougherty

“…The different amounts of irrigation applied associated with the two irrigation scheduling methods did not impact grain yield, aboveground biomass, and NUE. …”
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Review of selected methods for estimating risk from occupational exposure to carcinogenic substances by Małgorzata Kupczewska-Dobecka, Anna Nowak, Joanna Jurewicz

“…The decision to select these specific methods was driven by their representativeness of different approaches to risk assessment, allowing for a comprehensive analysis and comparison of their strengths and weaknesses. …”
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Assessing the Influence of Selected Permeabilization Methods on Lymphocyte Single-Cell Multi-Omics by Shifan Ding, Na Lu, Hassan Abolhassani

“…If the measurement of combined surface and intracellular markers is required to be achieved, the modified fixation and permeabilization method is recommended because of a lower transcriptomic loss and more precise proteomic fingerprint detected. (4) Conclusions: The findings of this study support the potential possibility for integrating intracellular proteomics, which needs to be optimized and tested with newly designed oligonucleotide-tagged antibodies targeting intracellular proteins.…”
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DYNAMICS OF DATA OF DIFFERENTIAL WHITE BLOOD CELL COUNT IN PATIENTS WITH GENERALIZED PERIODONTITIS WITH DIFFERENT BLOOD GROUPS by Y.L. Bandrivsky

“…Determination of the peculiarities of the course of this pathology, depending on the group membership of blood of patients, in particular the data of the leukogram, will allow to develop in the future a complex of targeted, prophylactic and therapeutic measures that will improve and optimize the ways of solving this problem. The aim of our study was to find out the dynamics of the data of leukograms in patients with generalized periodontitis with different blood groups. …”
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DYNAMICS OF PROAND ANTI-INFLAMMATORY PROSTAGLANDINS IN CASES OF GENERALIZED PERIODONTITIS ACCOMPANIED BY DIFFERENT TYPES OF REACTIVITY OF THE BODY by Yu.Yu. Yarov, Yu.I. Silenko

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Comparison of Factors Affecting Quality of Life in Patients with Acute Ischemic Stroke Across Different Stroke Severities by Yuxuan Lu, Weiping Sun, Yining Huang, Zhaoxia Wang, Zhiyuan Shen, Wei Sun, Ran Liu, Fan Li, Junlong Shu, Qing Peng, Jingjing Jia, Peng Sun, Yijun Song, Haiqiang Jin, CASTOR Investigators

“…The aim of this study was to address this critical issue, refining treatments to enhance long-term QoL and optimize resource use. Methods In this multicenter prospective study conducted in China, patients with AIS were assessed using the EuroQol-5 Dimension (EQ-5D) questionnaire at admission and 1 year later. …”
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Reinforcement Learning for Stability-Guaranteed Adaptive Optimal Primary Frequency Control of Power Systems Using Partially Monotonic Neural Networks by Hamad Alduaij, Yang Weng

“…The non-monotonic layers are chosen through an adaptive layer that is designed for damping and inertia based on their relationship to control in the system equation, by which optimized output for different operating conditions is allowed.…”
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Retracted: Rearrangement of Electrical Distribution Networks With Optimal Coordination of Grid-Connected Hybrid Electric Vehicles and Wind Power Generation Sources by Javad Tabatabaei, Mahmoud Samiei Moghaddam, Javad Mohammadi Baigi

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Comprehensive Review of Meta-Learning Methods for Cold-Start Issue in Recommendation Systems by Jamallah M. Zawia, Maizatul Akmar Binti Ismail, Mohammad Imran, Buce Trias Hanggara, Diva Kurnianingtyas, Silvi Asna, Quang Tran Minh

“…The results demonstrate the application of model-independent meta-learning (MAML) and other techniques such as optimization-based methods, few-shot learning frameworks, and gradient-based meta-learning methods to solve the cold start problem. …”
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Optimal Distributed Dispatch of Smart Multi-Agent Energy Hubs Based on Consensus Algorithm Considering Lossy Communication Network and Uncertainty by Abdelfattah A. Eladl, Magda I. El-Afifi, Magdi M. El-Saadawi, Bishoy E. Sedhom

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An In-Depth Comparative Study of Quantum-Classical Encoding Methods for Network Intrusion Detection by Adam Kadi, Aymene Selamnia, Zakaria Abou El Houda, Hajar Moudoud, Bouziane Brik, Lyes Khoukhi

“…Our obtained results show notable differences in classification accuracy, underscoring the importance of encoding choice in optimizing QML-based IDS. …”
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A comprehensive review of data analytics and storage methods in geothermal energy operations by Ali Basem, Ahmed Kateb Jumaah Al-Nussairi, Dana Mohammad Khidhir, Narinderjit Singh Sawaran Singh, Mohammadreza Baghoolizadeh, Mohammad Ali Fazilati, Soheil Salahshour, S. Mohammad Sajadi, Ali Mohammadi Hasanabad

“…The adaptability of BTES to different ground conditions and its small land footprint made it a spotlight for the researchers. …”
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