Heterogeneous panel data model with sharp and smooth changes: Testing green growth hypothesis in G7 countries by Hasraddin Guliyev

“…This approach effectively addresses heterogeneity, structural changes, and cross-sectional dependency in panel data analysis, ensuring robust and reliable insights. …”
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NDEExplorer: Visual Analytics for Exploring Damage Modes via Multimodal Data in the Non-Destructive Examination of Composite Materials by Dongliang Guo, Lisha Zhou, Xingfa Luo

“…The majority of current research on material damage focuses on the analysis of a single NDE method, resulting in low correlation between different NDE methods, and their results are frequently presented as complex data and images, making it difficult for professionals to obtain intuitive inspection results. …”
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Assessing the Spatial Efficiency of Xi’an Rail Transit Station Areas Using a Data Envelopment Analysis (DEA) Model by Haiyan Tong, Quanhua Hou, Xiao Dong, Yaqiong Duan, Weiming Gao, Kexin Lei

“…Key factors such as land use, transportation systems, social aspects, and spatial efficiency are considered in the framework. A data envelopment analysis (DEA) method was used to evaluate the spatial efficiency of these sample station areas. …”
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Evaluating the Impact of Face Anonymization Methods on Computer Vision Tasks: A Trade-Off Between Privacy and Utility by Roland Stenger, Steffen Busse, Jonas Sander, Thomas Eisenbarth, Sebastian Fudickar

“…However, anonymization affects the quality of the data and thus might affect the performance of later conducted data analysis. …”
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Associations between sleep duration, physical activity, and cognitive impairment in older adults—empirical analysis based on CHARLS data by Miao Ma, Feng-Wei Dong, Feng-Wei Dong, Jin-Yan Lan

“…ObjectiveTo systematically analyze the independent and combined effects of abnormal sleep duration and insufficient physical activity on the risk of cognitive impairment in older Chinese adults, to elucidate the regulatory mechanisms of physical activity in the sleep-cognition relationship, and to provide a robust scientific foundation for the development of multidimensional cognitive health intervention strategies.MethodsA total of 5,184 older adults (aged 60 years and above) were selected for analysis from the 2020 China Health and Retirement Longitudinal study (CHARLS) data. …”
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Magnetic Data Correction for Fluxgate Magnetometers on a Paramagnetic Unmanned Surface Vehicle: A Comparative Analysis in Marine Surveys by Seonggyu Choi, Mijeong Kim, Yosup Park, Gidon Moon, Hanjin Choe

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Examining the Relationship Between Female Employment Rate and Poverty in the Context of Three Fragile Countries: A Panel Data Analysis by Anet Taşçıoğlu

“…This study performed its panel data analysis by utilizing random effects, and the results of the study have concluded increased female employment rates to reduce poverty. …”
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Predictive analytics of student performance: Multi-method and code by Alla Yu. Vladova, Katsiaryna M. Borchyk

“…The maintenance of a high level of education in universities can be a challenging task due to low academic performance. Despite the significant amount of collected diagnostic data, education managers underutilize machine learning methods to improve the accuracy of predicting academic performance. …”
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Estimation and Change Analysis of Grassland AGB in the China–Mongolia–Russia Border Area Based on Multi-Source Geospatial Data by Jiani Ma, Chao Zhang, Cong Ou, Chi Qiu, Cuicui Yang, Beibei Wang, Urtnasan Mandakh

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Distance Measurement and Data Analysis for Civil Aviation at 1000 Frames per Second Using Single-Photon Detection Technology by Yiming Shan, Xinyu Pang, Huan Wang, Jitong Zhao, Shuai Yang, Yunlong Li, Guicheng Xu, Lihua Cai, Zhenyu Liu, Xiaoming Wang, Yi Yu

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Therapeutic Drug Monitoring for Dose Optimization of Infliximab in Patients With Inflammatory Bowel Disease: An Analysis of Canadian Real-World Data by David C. Sealey, Kai Fai Ho, Z. Christina Zhou, Michael Clark, Brian G. Feagan, Remo Panaccione, A. Hillary Steinhart, Elena Bolshtyansky, Martin Williamson, Waqqas Afif

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Assessing the information‐content of messy data to reconstruct population recovery dynamics for the world's rarest primate by Samuel T. Turvey, Erika Y. X. Lau, Clare Duncan, Heidi Ma, Hui Liu

“…However, population viability analysis suggests the 1978 founder population is unlikely to have been as low as seven individuals, raising concerns for interpreting reported historical population counts and understanding the dynamics of the species' recovery. …”
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Calculation of Sensitivity and Specificity from Partial Data for Meta-Analyses: Introducing Some Practical Methods by Reihanesadat Khatami, Mohammadsadegh Faghihi, Hannanesadat Khatami, Mahmoud Yousefifard, Seyedhesamoddin Khatami

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Construction and Analysis of Urban Motor Vehicle Drivers’ Traffic Literacy Evaluation Model Based on Zhengzhou City’s Survey Data by Liu Shengyang, Wang Yanrong, Tian Kang, Hu Fangzheng

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Structural Condition Assessment and Temperature Effect Analysis of Cable–Pylon Anchorage Zone Using Long-Term SHM Data by Hanhui Ye, Zhijian Chen

“…To study the temperature effect in the anchorage zone of a long-span cable-stayed bridge, a wavelet multiresolution analysis and layered stripping method were used in this paper. …”
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Global Analysis of Nutritional Factors and Cardiovascular Risk: Insights from Worldwide Data and a Case Study in Mexican Children by Karmina Sánchez-Meza, Gustavo A. Hernández-Fuentes, Estibaliz Sánchez-Meza, Ivan Delgado-Enciso, Carmen A. Sánchez-Ramírez, Roberto Muñiz-Valencia, José Guzmán-Esquivel, Idalia Garza-Veloz, Margarita L. Martinez-Fierro, Iram P. Rodriguez-Sanchez, Janet Diaz-Martinez, Joel Cerna-Cortés, Oscar F. Beas-Guzmán, Mario Ramírez-Flores

“…The research was conducted in two parts. First, a global analysis of publicly available data (2019–2021) explored the association between nutritional factors and CVD prevalence across 183 countries. …”
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Spiking neural network tactile classification method with faster and more accurate membrane potential representation by Jing Yang, Zukun Yu, Xiaoyang Ji, Zhidong Su, Shaobo Li, Yang Cao

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Research on the Data-Driven Identification of Control Parameters for Voltage Ride-Through in Energy Storage Systems by Liming Bo, Jiangtao Wang, Xu Zhang, Yimeng Su, Xueting Cheng, Zhixuan Zhang, Shenbing Ma, Jiyu Wang, Xiaoyu Fang

“…In addition, the developed simulation verification framework serves as a valuable tool for security analysis in power systems with high renewable energy penetration.…”
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Prevalence and Predictors of Gestational Diabetes Mellitus and Overt Diabetes in Pregnancy: A Secondary Analysis of Nationwide Data from India by Saurav Basu, Vansh Maheshwari, Rutul Gokalani, Chandrakant Lahariya

“…Materials and Methods: The authors analysed data from the fifth National Family Health Survey of India. …”
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The Difference Between the Actual and Ideal Number of Children Depending on Socioeconomic Status: An Analysis of National Fertility Survey Data in Japan by Tasuku Okui

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