Hybrid ML-based predictive modeling and GUI development of calcium aluminate cement hydration and strength optimization for advanced and durable construction applications by Muwaffaq Alqurashi

“…Sensitivity analysis highlighted porosity as the most influential factor (mean permutation importance = 1.124 ± 0.094, z-score = 2.26), followed by bound water (Corr = 0.87). …”
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Correlation of Responsive Caregiving with Child Development by Ulfi Rifki Ichromy, Ahmad Suryawan, Mira Irmawati

“…The limitation of this study is that the sample were homogeneous, and did not involve other influential variables such as nutritional intake and socioeconomic status. …”
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Predicting future corn suitability zones under climate change scenarios in the United States of America by Birhan Getachew Tikuye, Ram Lakhan Ray

“…The most influential bioclimatic factors affecting corn suitability were precipitation of the warmest quarter, mean temperature of the driest quarter, slope, soil pH, elevation, and soil organic carbon, which explained about 98.5 % of corn suitability variations. …”
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Drought propagation in high-latitude catchments: insights from a 60-year analysis using standardized indices by C. Teutschbein, T. Grabs, M. Giese, A. Todorović, R. Barthel

“…Across all drought types, annual precipitation and streamflow emerge as the most influential factors governing both propagation time and probability. …”
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Machine learning based insights into cardiomyopathy and heart failure research: a bibliometric analysis from 2005 to 2024 by Muhammad Junaid Akram, Muhammad Junaid Akram, Asad Nawaz, Asad Nawaz, Yuan Yuxing, Yuan Yuxing, Jinpeng Zhang, Jinpeng Zhang, Huang Haixin, Huang Haixin, Lingjuan Liu, Lingjuan Liu, Xu Qian, Jie Tian, Jie Tian

“…This study was aimed at evaluating global research trends, influential contributions, and emerging themes in the domain of cardiomyopathy and heart failure from 2005 to 2024.MethodologyA comprehensive bibliometric analysis was conducted using the Web of Science Core Collection (WoSCC) database. …”
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Influence of microenvironmental factors on tobacco consumption among Spanish youth by Cristina Sota Rodrigo, María-Camino Escolar-Llamazares, Elvira Isabel Mercado Val, María Ángeles Martínez Martín, Ángela Sanllorente Rodríguez, María Consuelo Sáiz-Manzanares

“…Conclusions: The results reinforce the importance of social and family patterns as risk factors in the early stages of adolescent smoking. …”
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XGBoost-based machine learning model combining clinical and ultrasound data for personalized prediction of thyroid nodule malignancy by Wenhan Li, Wenhan Li, Yajing Zhou, Ziyu Luo, Ziyu Luo, Miao Tan, Miao Tan, Rui Yin, Jianhui Li, Jianhui Li

“…Nowadays, machine learning (ML) offers advanced capabilities to handle high-dimensional data and complex patterns. This study aimed to develop an ML model integrating clinical data and ultrasound features to improve personalized prediction of TN malignancy.MethodsData from 2,014 patients with TNs (2018.01–2024.01) were retrospectively analyzed, with 1,612 in the training set and 402 in the test set. …”
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A network analysis of alexithymia, empathy, and suicidal ideation in Chinese adolescents with major depressive disorders by Yudong Shi, Yudong Shi, Qing Zhang, Qing Zhang, Song Wang, Song Wang, Ling Zhang, Zhiwei Liu, Jiawei Wang, Xiangfen Luo, Xiangwang Wen, Huanzhong Liu, Huanzhong Liu

“…Network analysis was conducted to model the relationships between symptoms and calculate centrality and stability indices.ResultsNetwork analysis revealed strong stability with Emotional Identification Difficulty (DIF) and Personal Distress (PD) identified as the most influential core symptoms, exhibiting the strongest bridging roles between emotional dysfunction and suicidal ideation. …”
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Harvesting solutions: Discover the evolution of agriculture wastewater treatment through comprehensive bibliometric analysis using scopus database 1971-2023 by Hajjar Hartini Wan Jusoh, Hafizan Juahir, Nur Hanis Mohamad Hanapi, Nur Zulaikha Mohd Afandi, Nurfarahana Mohd Nasir, Setyo Budi Kurniawan, Nurulhuda Zakaria, Siti Mariam Muhammad Nor

“…The analysis also highlights influential authors, institutions, and countries driving research in this field, along with the most cited publications and journals. …”
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The innovation capability equation: A systematic review of global determinants of SME’s success by Mariza Tsakalerou, Akmaral Abil, Vincent Ribiere, Yevgeniy Lukhmanov, Narkes Tynybayeva

“…The review reveals notable geographical and temporal patterns in SME innovation research, highlighting China’s consistent leadership in technology-oriented studies. …”
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Research on the Spatiotemporal Characteristics and Influencing Mechanisms of Sustainable Plateau Urban Building Carbon Emissions: A Case Study of Qinghai Province by Haifa Jia, Bo Su, Jianxun Zhang, Pengyu Liang, Wanrong Li, Shuai Wu, Shan Wang

“…By employing the eXtreme Gradient Boosting (XGBoost) model, we comprehensively assess drivers across four dimensions: socioeconomic structure, demographic and urban environmental factors, urban expansion patterns, and climatic topographic attributes. Key findings include: (1) The XGBoost model exhibits robust predictive performance (R² > 0.9, MSE < 0.1, RMSE < 0.3), validating its effectiveness for plateau urban systems. (2) Socioeconomic structure and urban expansion characteristics significantly positively influence building carbon emissions, with GDP, per capita GDP, and built-up areas being particularly influential. (3) The interaction between climate and terrain increases carbon emissions in urban buildings. (4) While socioeconomic structure is a common factor affecting BCEs across different types of plateau urban buildings, other factors, such as urban population density, the housing construction area, and the urban shape index, exhibit variability. …”
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Bibliometrics Analysis and Knowledge Mapping of Fragment-Based Drug Design Research: Trends from 2015 to 2024 by He C, Zhang J, Zhang R, Liu L, Luo J, Zhang W, Fang B

“…Blundell, TL, and Johnson, CN, were among the top ten high-impact authors, significantly shaping the FBDD landscape through highly cited publications. Influential journals included the Journal of Medicinal Chemistry, Journal of Chemical Information and Modeling, and the European Journal of Medicinal Chemistry, each highly recognized within the FBDD research community. …”
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Adipose-Derived Stem Cells for Cartilage Tissue Engineering: A Bibliometric Analysis of Trends and Themes by Zhang J, Wu K, Zhou L, Zheng S

“…Reis Rui L. and Gomes Manuela E. were among the most influential contributors. Keyword analysis revealed an early focus on “in-vitro” studies and “bone-marrow”, which later transitioned to “chondrogenic differentiation”, “growth”, and “regeneration”. …”
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Flood risk susceptibility analysis in Larkana district Pakistan using multi criteria decision analysis and geospatial techniques by Waheed Ali Khoso, Muhammad Waseem, Muhammad Ashraf Tanoli, Faisal Baig

“…The research aims to identify and quantify key flood risk factors, including rainfall pattern, distance to river, topography, land use/land cover, soil texture, vegetation index, and drainage infrastructure. …”
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Cryptophyte diversity and assembly mechanisms reveal ecological discontinuities in a river-estuary-coast continuum by Changyun Wang, Yao Liu, Zhuyin Tong, Shujie Cai, Yichong Wang, Nengwang Chen, Bangqin Huang, Wupeng Xiao

“…This study investigated the diversity patterns and assembly mechanisms of cryptophyte communities across a river-estuary-coast continuum in southeast China. …”
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Analysis of vegetation dynamics from 2001 to 2020 in China's Ganzhou rare earth mining area using time series remote sensing and SHAP-enhanced machine learning by Lei Ming, Yuandong Wang, Guangxu Liu, Lihong Meng, Xiaojie Chen

“…An ensemble machine learning model combined with SHAP analysis revealed the cropland area proportion, PM10 levels, and shrubland area proportion as the most influential factors affecting vegetation across all mining types. …”
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Analysis of the Causal Model of the Effective Criteria on the Development of Creative Tourism in Iran by Ahmad hajarian

“…The findings of the sub-criterion related to the creative class showed that the sub-criterion of engineers, elite group and crafts were identified as the most influential sub-criterion and the sub-criterion of literature as the most influential sub-criterion. 5. …”
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Effects of Structural Configurations on the Bending Performance and Dimensional Stability of Laminated Bamboo Made from Two Gigantochloa Species by Norwahyuni Mohd Yusof, Mohd Zuhri Mohamed Yusoff, Pairdah Md Tahir, Redzuan Mohammad Suffian James, Mohd Khairun Anwar Uyup, Petar Antov, Juliana Abdul Halip, Izwan Johari, Seng Hua Lee

“…While bamboo species did not significantly affect bending performance, the adhesive type, lay-up pattern, and arrangement were influential. Flatwise loading improved the modulus of elasticity (MOE) by 5% but reduced the modulus of rupture (MOR) by 10% compared to    edgewise loading. …”
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Navigating the evolution: a comprehensive review of sustainable finance in mergers and acquisitions [version 1; peer review: 2 approved] by Kishan Jee, Debdas Rakshit, Sabyasachi Mondal, Satish Chandra Tiwari

“…Study appraisal and synthesis methods Employing advanced methodologies including machine learning tools, our research delves into domain specific influential papers, top-contributing journals, noteworthy authors, institutions, and nations. …”
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Research trends in glioma chemoradiotherapy resistance: a bibliometric analysis (2003–2023) by Shishi Yu, Jinya Wu, Yuan Jing, Ping Lin, Lang Lang, Yifan Xiong, Wangzhong Chen, Wenhua Liu, Changpeng Sun, Yuntao Lu

“…Bibliometric tools, including VOSviewer, CiteSpace, and R packages such as bibliometrix and ggplot2, were used to analyze co-authorship networks, keyword evolution, and citation bursts to identify collaboration patterns, thematic developments, and influential contributions.ResultsPublication output increased significantly between 2013 and 2022, peaking at 650 articles in 2022. …”
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