Multi-omics and single-cell approaches reveal molecular subtypes and key cell interactions in hepatocellular carcinoma by Xueqing Zou, Xueqing Zou, Yongmei Wang, Mingyuan Luan, Yizheng Zhang

“…Through analyses of hepatocyte, cholangiocyte, and macrophage subpopulations, we characterized their functional states, spatial distribution preferences, evolutionary relationships, and transcriptional regulatory networks, ultimately identifying cell subpopulations significantly associated with patient survival. …”
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Infrared thermography based fault diagnosis of diesel engines using convolutional neural network and image enhancement by Wang Rongcai, Yan Hao, Dong Enzhi, Cheng Zhonghua, Li Yuan, Jia Xisheng

“…In recent years, there has been a growing interest in deep learning (DL) for fault diagnosis in various industries. …”
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Educational and research utility of the registrar clinical encounters in training (ReCEnT) project: an exploration of mechanisms using the context, input, process and product (CIPP... by Parker Magin, Andrew Davey, Michael Tran, Susan Wearne

“…Creation of meaningful, individualised feedback facilitates reflection and provides both immediate educational benefits and the substrate for further research, programme and policy design and targeted formal teaching and learning.…”
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Adaptive image encryption approach using an enhanced swarm intelligence algorithm by Sachin Minocha, Suvita Rani Sharma, Birmohan Singh, Amir H. Gandomi

“…ICO-HO updates the position of hippopotamuses using ICO and opposition-based learning, which enhances the exploration and exploitation capabilities of the HO algorithm. …”
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Quantifying ruminal health: A statistical review and application of area and time under the curve in animal science by Luis O. Tedeschi

“…ATAUC integrates robust threshold analysis, smoothing functions for sensor transition, and advanced statistical summaries to ensure accurate and reproducible measurements even in the presence of sampling irregularities or sensor drift. …”
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Community perceptions of health accountability meetings with local politicians to improve healthcare quality: a qualitative study in Western Uganda by HaEun Lee, Neyat Fiseha, Jordan Bateisibwa, Cheryl A. Moyer, Joshua Greenberg, Elisa Maffioli

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Recent technical advancements and clinical applications of MR-guided radiotherapy in lung cancer treatment by Chi Ma, Xiao Wang, Ke Nie, Zhenyu Xiong, Keying Xu, Ning Yue, Yin Zhang

“…As MRgRT technology continues to evolve, its integration with functional imaging, radiomics, and adaptive protocols is expected to expand its applications beyond lung cancer treatment. …”
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THE FORMATION OF COGNITIVE AND MENTAL DISORDERS IN EPILEPSY: THE ROLE OF VARIOUS FACTORS ASSOCIATED WITH DISEASE AND TREATMENT (A REVIEW OF LITERATURE AND CASE REPORTS) by K. Yu. Mukhin, O. A. Pylaeva

“…Of course, the use of AED with the most favorable profile of influence on cognitive functions plays an important role in the treatment of epilepsy. …”
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Programmed cell death-driven remodeling of the melanoma microenvironment enables prognostic stratification and therapeutic prediction by Bo Hu, Shengnan Chai, Xuan Li, Qiang Zhang, Mei Jin, Long Zhang

“…Bulk RNA sequencing data were then integrated to identify PCD-related gene signatures, and machine learning models (LASSO, Ridge, XGBoost) were applied to develop a prognostic model. …”
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The use of and satisfaction with health and care services for children and adolescents with a history of maltreatment by Kaia Kjørstad, Mari Hysing, Anders Dovran, Gertrud Sofie Hafstad, Børge Sivertsen

“…Background: Childhood maltreatment is associated with long-term adverse health outcomes and impairment across important areas of daily functioning. Many affected individuals will need life-long use of health and care services. …”
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Comparative characteristics of human thalamus parameters in the first period of mature age and in senile age in mesocephals by A. A. Balandin, L. M. Zheleznov, I. A. Balandina

“…The most important information node involved in providing functions such as an integrative role in cognition, starting from learning and memory and ending with flexible adaptation is the structure of the intermediate brain – the thalamus. …”
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A Fuzzy Logic Framework for Text-Based Incident Prioritization: Mathematical Modeling and Case Study Evaluation by Arturo Peralta, José A. Olivas, Pedro Navarro-Illana

“…A mathematical model based on Mamdani-type inference and triangular membership functions is developed to capture and process imprecise inputs. …”
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User activity monitoring and automated office IT infrastructure management system by V.V. Vorotnikov, O.O. Shelukha, K.I. Matvieiev

“…The platform is designed to incorporate self-learning mechanisms, contextual awareness, and multi-agent coordination–supporting the transition from conventional monitoring tools to an adaptive, intelligent infrastructure aligned with Industry 4.0 paradigms, where each workstation functions as a smart sensor-actuator unit in the organizational IT landscape.…”
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Tratamento cirúrgico da columela retraída em narizes primários Surgical treatment of retracted columella in primary noses by Aymar Edison Sperli, José Octávio Gonçalves de Freitas, Rinaldo Fischler

“…CONCLUSIONS: The surgical technique is easy and the learning curve is fast. Columella correction with the presented technique provides natural and predictable results.…”
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Models for analyzing the complexity of English words in the text on the scale from A1 to C2 by М. Бєліков, Т. Ліхоузова, Ю. Олійник

“…This approach will facilitate the language learning process by providing a personalized list of words to focus on. …”
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Digital Competence of Young Adults in Poland by Małgorzata Ćwiek, Katarzyna Maj-Serwatka

“…Digital transformation is a challenge for many areas of modern society functioning. The effects of digitalisation are particularly noticeable in the labour market and are expressed, among others, in new requirements of employers both for professionally active people and those entering the labour market. …”
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PSYCHOLOGICAL GUIDING OF STUDENTS’ INDIVIDUAL EDUCATIONAL TRAJECTORIES IN VOCATIONAL SCHOOL by Evald F. Zeer, Oksana S. Popova

“…The structurally functional model of psychological guiding of working out and realisation of individually-educational trajectories is proposed. …”
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A fuzzy logic based energy management model for solar PV-wind standalone with battery storage system by Nayebare Alfred, Venkataramana Guntreddi, Aliyu Nuhu Shuaibu, Mutiu Shola Bakare

“…Future research will focus on real-world implementation and enhancing predictive control through machine learning.…”
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Convex Optimization of Markov Decision Processes Based on Z Transform: A Theoretical Framework for Two-Space Decomposition and Linear Programming Reconstruction by Shiqing Qiu, Haoyu Wang, Yuxin Zhang, Zong Ke, Zichao Li

“…The proposed approach introduces three mathematical innovations: (i) a spectral clustering mechanism that reduces state-space dimensionality while preserving Markovian properties, (ii) a Lagrangian dual formulation with adaptive penalty functions to handle operational constraints, and (iii) a warm start algorithm accelerating convergence in high-dimensional convex optimization. …”
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In-Silico Investigation of Photovoltaic Performance of MgXS3 (X = Ti and Zr) Chalcogenide Perovskites Compounds by M.A. Olopade, O.O. Oyebola, R.O. Balogun, A.D. Adewoyin, A.B. Adegboyega

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