A Hybrid STL-Deep Learning Framework for Behavioral-Based Intrusion Detection in IoT Environments by Abdullah AlHayan, Jalal Al-Muhtadi

“…Effective intrusion detection systems (IDSs) are crucial for securing IoT environments, requiring high detection accuracy while efficiently handling large data volumes and critically minimizing both false negatives (FNR), which miss real attacks, and false positives (FPR), which cause unnecessary alarms. Traditional methods and standalone deep learning models often struggle to achieve an optimal balance between these requirements. …”
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Exploring Global Interest in Propolis, Nanosilver, and Biomaterials: Insights and Implications for Dentistry from Big Data Analytics by Magdalena Sycińska-Dziarnowska, Liliana Szyszka-Sommerfeld, Krzysztof Woźniak, Gianrico Spagnuolo

“…Search data were extracted, normalized, and analyzed using multivariate time series methods, including vector autoregression (VAR) modeling, Impulse Response Function (IRF) analysis, and forecast error variance decomposition (FEVD). …”
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Global, Regional, and National Temporal Trends in Incidence for Type 2 Diabetes Mellitus Related Chronic Kidney Disease from 1992 to 2021 by Yu Cao, Huiting Chen, Hui Liu, Hao Wu, Wei Gao

“…The impact of macro-factors (demographic change, age, period, and birth cohort) on CKD-T2DM incidence trends was assessed using decomposition analyses and age-period-cohort modeling, highlighting opportunities to improve incidence and reduce regional disparities. …”
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Global, regional and country burden of high BMI-related liver cancer among individuals aged above 70: trends from 1990 to 2021 and projections to 2044 by Ke-Jie He, Wanyi Shu, Yanggang Hong

“…Joinpoint regression and age-period-cohort models were used to analyze DALY trends and demographic influences, and decomposition analysis assessed the effects of population aging, growth, and epidemiological shifts.ResultsOur findings revealed significant geographical disparities in HB-LC mortality, with East Asia, Southeast Asia, and parts of West Africa showing the highest rates. …”
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Effects of Short-Term Straw Return and Manure Fertilization on Soil Microorganisms and Soybean Yield in Parent Material of Degraded Black Soil in Northeast China by Jiahua Ding, Zhao Li, Jiali Wu, Dalong Ma, Qiang Chen, Jianye Li

“…Structural equation modeling (SEM) revealed that STR and MF directly increased soybean yield. …”
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Global trends in chronic kidney disease mortality and disability-adjusted life years attributable to low physical activity (1990–2021): a growing public health challenge by ZhenYi Zhao, Jing Mi, HaoDong Jin, ShuaiRan Li, Xia Bai

“…This study focused on trends from 1990 to 2021 across the globe, China, five SDI regions, and four continents. Decomposition analysis, frontier analysis, and forecasting models were employed to explore changes in these indicators and their influencing factors. …”
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Environmental impact technology for life cycle assessment in municipal solid waste management by M.A. Budihardjo, I.B. Priyambada, A. Chegenizadeh, S. Al Qadar, A.S. Puspita

“…The analysis highlights include functional units, various life cycle assessment models (such as SimaPro and GaBi), life cycle impact assessment methods, impact categories, and alternative waste management methods. …”
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Med-DGTN: Dynamic Graph Transformer with Adaptive Wavelet Fusion for multi-label medical image classification by Guanyu Zhang, Yan Li, Tingting Wang, Guokun Shi, Li Jin, Zongyun Gu, Zongyun Gu

“…It outperforms prior state-of-the-art methods in 5 of 14 disease categories.DiscussionThis investigation establishes that joint modeling of dynamic disease correlations and wavelet-optimized feature representation significantly enhances multi-label diagnostic capabilities. …”
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Global, regional, and national burden of disease analysis on paralytic ileus and intestinal obstruction in adults aged 65 and over from 1990 to 2021, with projections for 2030: a G... by Tao Zhang, Meng Chen, Zhitong Yu, Zhetan Ren, Ling Wang, Qi Si, Xinping Lu, Siyuan Bu, Sihong Shen, Qingyan Wang, Yongduo Yu

“…The statistical methods included Joinpoint regression, decomposition analysis, and Bayesian Age-Period-Cohort modeling. …”
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Global, regional, and national burden of tuberculosis due to smoking, 1990-2021: analysis for the Global Burden of Disease study by Guizeng Zhao, Yating Wu, Chen Song, Yazhou Sun, Shuzhi Zang, Feng Tian, Zhitao Gao, Zhitao Gao, Chenguang Zhang, Chenguang Zhang, Xia Wang

“…Finally, ARIMA and ES models were used to predict trends in disease burden from 2022-2050.ResultsGlobally, the number of cases and ASR of TB due to smoking have decreased over time. …”
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Global burden and health inequality of atrial fibrillation/atrial flutter from 1990 to 2021 by Xia Li, Zhen Li, Hongtao He, Sizhou Wang, Honglei Su, Guobin Kang

“…Age-standardized rates were calculated at global, regional, and country-specific levels. Decomposition and Bayesian age-period-cohort models were used to explore trends and forecast future disease burdens.ResultsIn 2021, AF/AFL contributed to 4.48 million new cases globally, with an age-standardized incidence rate (ASIR) of 52.1 per 100,000. …”
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Global, regional, and national esophageal cancer deaths and DALYs attributable to diet low in vegetables and fruits, 1990–2019: analysis for the global burden of disease study by Bing Cui, Aqin Chen, Chengcheng Xu

“…Temporal trends were assessed using linear regression models, and cluster analysis was employed to explore burden patterns across different GBD regions. …”
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Global, regional, and national burden of uterine cancer among women aged 50 years and older from 1990 to 2021: a systematic analysis for the global burden of disease study 2021 by Tingting Feng, Wei Li, Qin Wang, Jing Yang, Fujin Shen

“…This study aimed to evaluate its disease burden across regions and nations. Methods Using Global Burden of Disease 2021 data, we analyzed the incidence, mortality, disability-adjusted life years (DALYs), and trends via estimated annual percentage change (EAPC), decomposition, inequality analyses, and Bayesian Age-Period-Cohort modeling for 2022–2040 projections. …”
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The influence of social class of origin on labor market entry and the mediating role of education in Italy by Davide Bussi, Carlotta Piazzoni, Marta G. Pancheva, Mario Lucchini

“…This study aims to analyze how social origin influences transition to the first job across different birth cohorts, gender groups, and macro-region of residence while also assessing the mediating role of education.MethodsUsing Event History Analysis, we estimate labor market entry timing via survival models and discrete-time logistic regression, accounting for social background effects. …”
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Taphonomy and whale-fall analysis of the Tortonian baleen whales from the Stirone river, Emilia Romagna (northern Italy) by Michelangelo Bisconti, Michelangelo Bisconti, Paola Monegatti, Gianluca Raineri, Giandonato Tartarelli, Giorgio Carnevale

“…The diversity of the trace fossils and the broad stratigraphic context in which the assemblages are included are investigated in order to investigate into the origin and evolution of the specialized whale fall communities since the Neogene.MethodsMacrophotographs, three-dimensional modeling from photogrammetry and laser scanner examinations of the specimens were used to analyze the diversity of trace fossils observed on the bones of the balaenopterids. …”
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Global, regional, and national burden of idiopathic epilepsy in older adults, 1990–2021: a systematic analysis for the Global Burden of Disease Study 2021 by Jie Xue, Xiaopan Li, Yajun Zhao, Wenchang Jia, Xiaoling Wu, Sunfang Jiang, Jing Ding

“…Additionally, we performed a decomposition analysis to determine the contributions of population growth, aging, and epidemiological changes, and used Bayesian age-period-cohort (BAPC) modeling to project future burden through 2035. …”
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The influence of compost humic acid quality and its ability to alleviate soil salinity stress by S. El hasini, M. De Nobili, M. El. Azzouzi, K. Azim, A. Douaik, M. Laghrour, Y. El idrissi, M. El alaoui El belghiti, A. Zouahri

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Vibration Signal Analysis for Intelligent Rotating Machinery Diagnosis and Prognosis: A Comprehensive Systematic Literature Review by Ikram Bagri, Karim Tahiry, Aziz Hraiba, Achraf Touil, Ahmed Mousrij

“…Examination of the processing phase revealed that time scale decomposition methods have become essential for accurate analysis of vibration signals, as they facilitate the extraction of complex information that remains obscured in the original, undecomposed signals. …”
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Global burden, temporal trends, and health workforce correlations of gallbladder and biliary tract cancer: a comprehensive analysis from 1990 to 2021 with projections to 2046 by Fangyi Dai, Huayou Luo, Yuzhou Cai, Yong Dai

“…Advanced statistical approaches included age-period-cohort modeling, decomposition analysis, health inequality assessment, frontier analysis, and novel correlations between 22 health workforce categories and disease burden. …”
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Global burden and trends of musculoskeletal disorders in postmenopausal elderly women: a 1990–2021 analysis with projections to 2045 by Jianye Tan, Zhenglin Zhu, Xingkuan Wang, Bingsheng Yang, Senrui Liu, Meiling Shi, Yujia Luo, Chengcheng Du, Yinsong Sun, Junyi Liao, Yiting Lei, Wei Huang

“…Bayesian Age-Period-Cohort (BAPC) models projected trends to 2045. Health inequalities were analyzed using the Slope Index of Inequality (SII) and the Concentration Index, with decomposition methods identifying the drivers of burden changes. …”
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