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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Single-Port Superluminescent-Diode Gain-Chip for Tunable Single-Wavelength and Dual-Wavelength Blue-Laser by Mahmoud N. Eliwa, Abdullah A. Alatawi, Jorge A. Holguin-Lerma, Omar Alkhazragi, Islam Ashry, Tien Khee Ng, Boon S. Ooi

“…Reconfigurable photonic technology combining multiple functionalities in a single gain-chip is a crucial light-based platform for enabling hybrid applications. …”
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Impact of health literacy in patients with chronic musculoskeletal disease--systematic review. by Yoon K Loke, Ina Hinz, Xia Wang, Gill Rowlands, David Scott, Charlotte Salter

“…We assessed risk of bias from participant selection, methods of measuring health literacy and functional outcomes, missing data, and potential for confounding.…”
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The effectiveness and safety of acupuncture for post-stroke depression: An overview of systematic reviews by Run-qing Miao, Feng-ya Zhu, Tian-yu Wang, Shao Yin, Chen Shuai, Tao Li, Zhi Li, Lan Luo, Bin Yang

“…The search covered publications from database inception to September 10, 2024. Literature selection and data extraction were independently performed by two reviewers. …”
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Comparative Analysis of the Bioactivity and Anti-Inflammatory Effects Against Endotoxin in Mitochondria for Transplantation: Impact of Muscle Origin in Rats by Da-Wei Huang, Heng-Juei Hsu, Pei-Wen Chen, Ming-Tse Wu, Chia-En Wong, Chi-Chen Huang, Po-Hsuan Lee, Hui-Fang Chen, Jung-Shun Lee

“…While skeletal muscle is a rich source of mitochondria, the optimal muscle tissue for MT remains unidentified, and the potential functional differences among mitochondria from various muscle types are not fully understood. …”
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Data-driven predictive models for sustainable smart buildings by Prabhu Rajaram, Gnana Swathika O․V․

“…The integration of renewable energy sources in smart buildings fosters a synergistic relationship between clean energy generation and smart energy management systems. …”
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PROSPECTS OF INNOVATIVE ACTIVITY IN THE INDUSTRY FOR THE PERIOD TILL 2020 by M. Motova

“…The estimation of the current situation and forecasts results of the innovation development provided in the article is based on the official statistics data. The main source of the statistical information in the field of innovation activities is contained in the report No. 4 on innovation development entitled “Data on innovative activity of an organization”.The forecast is covered by the indicators reflecting the innovative activities of the organizations dealt with industrial production, including in particular the main expenses on technology innovations and shipped innovation goods as well. …”
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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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Rewiring the seizing brain: stem cell grafts as neuromodulatory architects in epilepsy therapy by Zijie Wang, Yanan Ma, Xiqi Hu, Ying Xia

“…First, technical details such as the cell source, processing, method of transplantation, and timing have yet to be standardized, leading to potential variability in efficacy and safety across different stem cell types. …”
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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

“…Objective: The objective of this study was to review evidence supporting phytotherapy in substance abuse management, focusing on medicinal plants with antiaddictive properties. Data Source: A search for relevant literature was done using keywords such as "Potentiality," "Plants," "Management," "Substance abuse," "Addiction," and "Withdrawal symptoms" on the websites of PubMed, Google Scholar, and ScienceDirect. …”
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Mitigating malicious denial of wallet attack using attribute reduction with deep learning approach for serverless computing on next generation applications by Amal K. Alkhalifa, Mohammed Aljebreen, Rakan Alanazi, Nazir Ahmad, Sultan Alahmari, Othman Alrusaini, Ali Alqazzaz, Hassan Alkhiri

“…Abstract Denial of Wallet (DoW) attacks are one kind of cyberattack whose goal is to develop and expand the financial sources of a group by causing extreme costs in their serverless computing or cloud environments. …”
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SCIENTIFIC AND PRACTICAL APPROACHES TO THE FORMATION OF READINESS OF FUTURE SPECIALISTS IN THE SOCIONOMIC SPHERE FOR THE SOCIAL SUPPORT FOR PARENTS OF CHILDREN WITH SPECIAL NEEDS by Sapozhnykov Stanislav, Teplytska Alina

“…The research tasks are the highlighting and analysis of scientific and practical approaches to the formation of the readiness of future specialists for professional activities, covered in the primary sources and in the advanced practice of higher educational institutions, as well as their specification in accordance with the features of the activities of specialists in the area of social support for parents of children with special needs. …”
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Comparative analysis of anthocyanin content in various tomato samples in connection with breeding by E. A. Dzhos, M. I. Mamedov, O. N. Pyshnaya, N. A. Golubkina, O. V. Verba, A. A. Matyukina

“…Vegetable products containing antioxidant substances belong to the functional products and conform to the concept of a healthy diet. …”
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Re-Infection Outcomes Following One- And Two-Stage Surgical Revision of Infected Knee Prosthesis: A Systematic Review and Meta-Analysis. by Setor K Kunutsor, Michael R Whitehouse, Erik Lenguerrand, Ashley W Blom, Andrew D Beswick, INFORM Team

“…<h4>Design</h4>Systematic review and meta-analysis.<h4>Data sources</h4>MEDLINE, EMBASE, Web of Science, Cochrane Library, reference lists of relevant studies to August 2015, and correspondence with investigators.…”
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Transcription Factor LjWRKY50 Affects Jasmonate-Regulated Floral Bud Duration in <i>Lonicera japonica</i> by Yanfei Li, Yutong Gan, Guihong Qi, Wenjie Xu, Tianyi Xin, Yuanhao Huang, Lianguo Fu, Lijun Hao, Qian Lou, Xiao Fu, Xiangyun Wei, Lijun Liu, Chengming Liu, Jingyuan Song

“…<i>Lonicera japonica</i> Thunb. is a traditional Chinese medicinal herb whose floral buds are the primary source of pharmacological compounds that require manual harvesting. …”
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The RBF-FD and RBF-FDTD Methods for Solving Time-Domain Electrical Transient Problems in Power Systems by Duc-Quang Vu, Nhat-Nam Nguyen, Phan-Tu Vu

“…RBFs such as Gaussian (GA), Multiquadric (MQ), Inverse Quadric (IQ), and Inverse Multiquadric (IMQ) are used in these numerical methods to formulate the central finite difference approximations of the first- and second-order derivatives of a function. The algorithm of selecting “optimal” shape parameters for our basis functions is also applied, specifically to increase the accuracy of the suggested methods with regard to high accuracy needs. …”
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Unified Weak Lensing Constraints on the Evolution of the Mass–X-Ray Luminosity Relation for Galaxy Clusters by I. Pederneiras, A. Finoguenov, E. Cypriano, J. Comparat, K. Kiiveri, L. van Waerbeke, R. Dupke

“…We also analyzed the impact of the selection function on calibration, finding that its full modeling is essential.…”
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Interpretation of Phraseological Units Using Chinese Language in Russian-Chinese Phraseological Dictionaries by Di Liu, Fanhong Meng

“…The results of the research showed that the explanation of Russian phraseology in these lexicographic sources is carried out in two ways: through interpretation and selection of a similar expression. …”
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Managing Static Archives for Historical Research: A Study at the Archives Depot of the East Java Provincial Library and Archives Service, Indonesia by Farah Mumtahanah Mustakim, Adi Prasetyawan

“…The study applied static archive management theories, encompassing record selection, accessioning, arrangement, description, conservation, preservation, storage, and reference functions. …”
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