Ensemble machine learning-based pre-trained annotation approach for scRNA-seq data using gradient boosting with genetic optimizer by Osama Elnahas, Waleed M. Ead, Yushan Qiu, Jian Lu

“…The problem of single-cell RNA annotation involves assigning meaningful labels or annotations to each cell in the scRNA-seq dataset, indicating its corresponding cell type, state, or biological function. Current annotation methods are often challenged by limited source data quality, sensitivity to batch effects, and poor adaptability to uncharacterized cell types. …”
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Research on Virtual Color Restoration of Complex Building System Based on Discrete Wavelet Transform by Chunqiao Song, Xutong Wu

“…In response to these problems, this paper proposes automatic selection of sample color migration. Considering that the respective gray-scale histograms of the visual source image and the target image are approximately normal distributions, this paper takes the peak point as the mean value of the normal distribution to construct the objective function. …”
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Coevolutionary Algorithm with Bayes Theorem for Constrained Multiobjective Optimization by Shaoyu Zhao, Heming Jia, Yongchao Li, Qian Shi

“…The model constructs prior knowledge using objective function values and constraint violation values, and then, it integrates this information to enhance selection processes. …”
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Predictors of mortality and ICD shock therapy in primary prophylactic ICD patients-A systematic review and meta-analysis. by Leonard Bergau, Tobias Tichelbäcker, Barbora Kessel, Lars Lüthje, Thomas H Fischer, Tim Friede, Markus Zabel

“…<h4>Study selection</h4>Studies were eligible if at least one of the endpoints of interest were reported.…”
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Soil moisture and precipitation intensity jointly control the transit time distribution of quick flow in a flashy headwater catchment by H. Türk, C. Stumpp, M. Hrachowitz, K. Schulz, P. Strauss, G. Blöschl, M. Stockinger

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Otimização do uso da água no perímetro irrigado do Gorutuba, utilizando-se a técnica da programação linear Optimization of water use in the Gorutuba irrigation district, Minas Gera... by Daniel Fonseca de Carvalho, Antônio Alves Soares, Carlos Antônio Alvares Soares Ribeiro, Gilberto C. Sediyama, Fernando Falco Pruski

“…<br>This research was developed with the objective of selecting the crops and planting dates in order to maximize the farmers income and the water resources in the Gorutuba Irrigation District. …”
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Compost amendments up to one inch restore dry rangeland soil health by Eva Stricker, Emily Cornell, Zach Withers

“…Our results provide guidance for land stewards to assess their resources and management goals to optimize compost addition to build rangeland soil health.…”
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Construction and Simulation of a Strategic HR Decision Model Based on Recurrent Neural Network by Xiaorong Li, Lijun Zhang, Dongchen Li, Dan Guo

“…Improving the level of human resource management can make fuller use of human resources and realize the strategic goals of the enterprise. …”
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Microbial diversification is maintained in an experimentally evolved synthetic community by Zahraa Al-Tameemi, Alejandra Rodríguez-Verdugo

“…We further observed loss-of-function mutations in flagellar genes that were fixed in monocultures but not in co-cultures. …”
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T cell-related diagnostic model and the underlying mechanism related to PRF1-mediated glycolysis in sepsis: evidences from single-cell, bulk transcriptomics, and experiment validat... by Fu Tian, Hui Chen, Zhicheng Huang, Kai Qiu

“…Methods Through downloading the single-cell RNA-sequencing (scRNA-seq) and RNA-seq data from online source, a series of bioinformatics methods including principal component analysis (PCA), differential expression analysis, and least absolute shrinkage and selection operator (LASSO) was used for selection of the T cell-related signatures. …”
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Transcranial optogenetic brain modulator for precise bimodal neuromodulation in multiple brain regions by Hyogeun Shin, Min-Ho Nam, Seung Eun Lee, Soo Hyun Yang, Esther Yang, Jin Taek Jung, Hyun Kim, Jiwan Woo, Yakdol Cho, Youngsam Yoon, Il-Joo Cho

“…Abstract Transcranial brain stimulation is a promising technology for safe modulation of brain function without invasive procedures. Recent advances in transcranial optogenetic techniques with external light sources, using upconversion particles and highly sensitive opsins, have shown promise for precise neuromodulation with improved spatial resolution in deeper brain regions. …”
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IESSP: Information Extraction-Based Sparse Stripe Pruning Method for Deep Neural Networks by Jingjing Liu, Lingjin Huang, Manlong Feng, Aiying Guo, Luqiao Yin, Jianhua Zhang

“…In addition, we design a novel loss function that links output loss to stripe selection, enabling an effective balance between accuracy and efficiency. …”
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PROSPECTS OF INNOVATIVE ACTIVITY IN THE INDUSTRY FOR THE PERIOD TILL 2020 by M. Motova

“…The models used in the methodology are adaptive, i.e. capable to react actively on the dynamic changes in the content of the current forecasting data and herewith taking into account the forecasting results provided in the previous stage.In the article as a result of the calculations the author has given rates of the different types of the economic performance as a function of the efficiency and innovation activities. …”
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Exact SER Analysis of Partial-CSI-Based SWIPT OAF Relaying over Rayleigh Fading Channels and Insights from a Generalized Non-SWIPT OAF Approximation by Kyunbyoung Ko, Seokil Song

“…We derive exact and asymptotic symbol error rate (SER) expressions using moment-generating function (MGF) methods, providing analytical insights into how the power splitting ratio <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mi>ρ</mi></semantics></math></inline-formula> and the quality of source–relay (SR) and relay–destination (RD) links jointly affect system behavior. …”
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Investigation of the Impact of Light Colour on Surface Colour Perception: A Case Study on Red Surfaces by Havva Gül Sümer, Leyla Dokuzer Öztürk

“…These results offer valuable insights for the selection of suitable light sources not only for art exhibition spaces but also for other environments featuring colourful objects. …”
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Rewiring the seizing brain: stem cell grafts as neuromodulatory architects in epilepsy therapy by Zijie Wang, Yanan Ma, Xiqi Hu, Ying Xia

“…Additionally, monitoring post-transplant cell survival and functionality, along with identifying epilepsy-specific biomarkers, will be crucial to refining the precision and safety of stem cell-based therapies.…”
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Phytotherapy in Substance Abuse Management: An Evidence-based Mini Review by Asgar Nazir, Nasir Nazir Wani, Ajaz Ahmad Bhat, Farhaan Yaqoob

“…Silybum marianum and Piper methysticum: Improve liver function in alcohol-related disorders but need further study. …”
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Study on Resistance Loss of Fly Ash Slurry Multistage High-Pressure Grouting Pipeline Based on Fluent by Qiqing Wang, Linzhe Li, Huijie Wu, Kun Wang, Sixiang Wang

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Classification analysis of modern bioreactor systems (review). Part 1. Classification of bioreactors by design parameters by A. A. Dosaev, R. R. Safarov, N. V. Menshutina

“…As a result of the presented problem, many scientists and specialists in the scientific field and in production face difficulties in choosing the optimal equipment for performing research and production processes, since large amounts of dispersed data significantly complicate the selection process and require large time and financial resources to search and analyze the necessary information. …”
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Unraveling the mitochondrial genome of the medicinal Chinese motherwort (Leonurus japonicus, Lamiaceae): structural dynamics, organelle-to-nuclear gene transfer, and evolutionary i... by Xinyu Bai, Xinyu Bai, Tingting Zhu, Huiru Chen, Xiaoqun Wang, Jing Liu, Yuqing Feng, Yuqing Feng, Yanbo Huang, Joongku Lee, Goro Kokubugata, Zhechen Qi, Xiaoling Yan

“…Extensive RNA editing underscores post-transcriptional regulation in mitochondrial function. These findings enrich genomic resources for Leonurus, support phylogenetic and evolutionary studies in Lamiaceae, and lay groundwork for molecular breeding and conservation strategies targeting mitochondrial traits. …”
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