PSO-optimized dual-channel BP neural network for bathymetric prediction using multisource marine geodetic data: A case study of the gulf of Mexico by Jiajia Yuan, Haoran Liu, Jianli Chen, Chen Yang

“…The decomposition of gravity anomalies into long- and short-wavelength components and their residuals proves to be the most effective approach for improving bathymetric prediction accuracy, while PSO optimization enhances model convergence and reduces prediction errors. …”
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Global, regional and national burden of echinococcosis in 204 countries and territories from 1990 to 2021: A systematic analysis based on the Global Burden of Disease Study 2021 by Talaiti Tuergan, Aimitaji Abulaiti, Alimu Tulahong, Ruiqing Zhang, Yingmei Shao, Tuerganaili Aji

“…The Autoregressive Integrated Moving Average (ARIMA) model and the Exponential smoothing (ES) model were used for sensitivity analysis. …”
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Microbial community profiling for forensic drowning diagnosis across locations and submersion times by Qin Su, Xiaofeng Zhang, Xiaohui Chen, Zhonghao Yu, Weibin Wu, Qingqing Xiang, Chengliang Yang, Jian Zhao, Ling Chen, Quyi Xu, Chao Liu

“…Abstract Background Drowning diagnosis has long been a critical issue in forensic research, influenced by various factors such as the environment and decomposition time. While traditional methods such as diatom analysis have limitations in decomposed remains, microbial community profiling offers a promising alternative. …”
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Global, regional, and national burden of neglected tropical diseases and malaria, 1990–2021 by Talaiti Tuergan, Aimitaji Abulaiti, Alimu Tulahong, Ruiqing Zhang, Yingmei Shao, Tuerganaili Aji

“…Next, linear regression models were employed to analyze temporal trends. We then utilized four predictive models to forecast the future burden. …”
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Global, Regional, and National Burden of Cardiovascular Diseases Associated with Particulate Matter Pollution: A Systematic Analysis of Deaths and Disability-Adjusted Life Years wi... by Yi He, Qiongyue Zhang, Ting Zhou, Ying Lan

“…Joinpoint regression models were used to describe the temporal trends of CVD burdens, while the Bayesian age–period–cohort (BAPC) models were employed to project the CVD burdens through 2030. …”
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Tracheal, bronchus, and lung cancer among older adults: thirty-year global burden trends, precision medicine breakthroughs, and lingering barriers by Hongquan Xing, Cong Wu, Weichang Yang, Shanshan Cai, Xinyi Zhang, Xiaoqun Ye

“…The Bayesian Age‒Period‒Cohort (BAPC) model forecasted trends over the next 14 years. The analyses were performed with Joinpoint software and the R software. …”
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Global burden of low back pain from 1990 to 2021: a comprehensive analysis of risk factors and trends using the Global Burden of Disease Study 2021 by Nan Yang, Jingkai Di, Weihao Wang, Haoyu Feng

“…Additionally, we introduced the Age-Period-Cohort (APC) and decomposition analysis models to clarify the independent effects of factors such as age, period, cohort, population growth, population aging and changes in epidemiological trends on the disease burden. …”
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Trends and forecasts of vitamin A deficiency burden in China, 1990–2035 by Zhongming Ye, Junping Liu, Lijiao You, Yaoguo Han, Xiaodan Zhang, Ming Lei

“…ObjectiveThe purpose of this study was to analyze changes in the disease burden caused by vitamin A deficiency (VAD) in China from 1990 to 2021, based on the Global Burden of Disease (GBD) Database, and to predict the disease burden trend in 2035 using the Bayesian age-period-cohort (BAPC) model.MethodsBased on modeled estimates from the GBD 2021 database, this study used Joinpoint regression to calculate annual percentage change (APC) and assess long-term trends (1990–2021) in VAD burden. …”
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Unveiling the photocatalytic activity of Cu/Fe2O3@gC3N4 nanosheet as an efficient fenton-like catalyst for reactive blue 19 removal: Optimization and kinetics studies by Donald Raoul Tchuifon Tchuifon, Cyrille Ghislain Fotsop, Sandrale Grace Mokue Mafo, Frank Dorinel Solefack Feudjio, Sanchez Dave Mouafo Dongmo, Nche George Ndifor-Angwafor

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Global–Local Feature Fusion of Swin Kansformer Novel Network for Complex Scene Classification in Remote Sensing Images by Shuangxian An, Leyi Zhang, Xia Li, Guozhuang Zhang, Peizhe Li, Ke Zhao, Hua Ma, Zhiyang Lian

“…Experimental validation on the AID and NWPU-RESISC45 datasets demonstrates that the proposed method achieves classification accuracies of 97.78% and 94.90%, respectively, outperforming state-of-the-art models such as ViT + LCA and ViT + PA by 0.89%, 1.06%, 0.27%, and 0.66%. …”
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Burden of knee osteoarthritis in China and globally from 1992 to 2021, and projections to 2030: a systematic analysis from the Global Burden of Disease Study 2021 by Yueming Lv, Liang Sui, Hao Lv, Jiacheng Zheng, Huichao Feng, Fujie Jing

“…Finally, we predicted the burden of KOA in 2030 using the Bayesian age-period-cohort (BAPC) and Norpred models.ResultsIn 2021, the number of patients with KOA in China was 10,957,472, reflecting an increase of 157.15% compared to 1992. …”
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Global trends and health workforce analysis of breast cancer burden from high red meat consumption 1990–2050 using machine learning approach by Yuzhou Cai, Jingxian Qian

“…BackgroundHigh red meat consumption has been implicated in breast cancer development, yet comprehensive global burden assessments and health system relationships remain limited.MethodsWe analyzed breast cancer mortality and disability-adjusted life years (DALYs) using Global Burden of Disease 2021 data across 204 countries. …”
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Normative characterization of age-related periodic and aperiodic activity in resting-state real-world clinical EEG recordings by Sophie Leroy, Sophie Leroy, Sophie Leroy, Viktor Bublitz, Falk von Dincklage, Daria Antonenko, Robert Fleischmann, Robert Fleischmann

“…IntroductionThe relevance of electroencephalographic (EEG) biomarkers is increasing, as advancements in spectral analysis enable computational decomposition of complex neural signals into quantitative EEG (qEEG) parameters. …”
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Ultrasound-actuated ion homeostasis perturbator for oxidative damage-augmented Ca2+ interference therapy and combined immunotherapy by Mi Yang, Yaqin Hu, Xiuxiu Hao, Qiaoqi Chen, Yang Cao, Haitao Ran, Wei Zhang

“…Upon internalization into tumor cells, PCCa undergoes lysosomal acidification-induced CaCO3 decomposition, leading to instantaneous Ca2+ overload. …”
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Fuzzyfortify: a multi-attribute risk assessment for multi-factor authentication and cloud container orchestration by Mohammad Hafiz Hersyah, Mohammad Hafiz Hersyah, Md. Delwar Hossain, Yuzo Taenaka, Youki Kadobayashi

“…To address this, we propose a web-based cybersecurity framework that combines Fuzzy Analytical Hierarchy Process (Fuzzy AHP), Domain Mapping Matrix (DMM), and fuzzy inference to perform multi-attribute risk assessment tailored to containerized environments. The method involves aggregating expert judgments to prioritize six key CIA-AAN criteria-Confidentiality, Integrity, Availability, Authentication, Authorization, and Non-repudiation-followed by structural complexity quantification using DMM enhanced with Singular Value Decomposition. …”
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Smart furniture using radar technology for cardiac health monitoring by Ali Gharamohammadi, Mohammad Omid Bagheri, Serene Abu-Sardanah, Michael M. Y. R. Riad, Hajar Abedi, Ahmad Ansariyan, Kang Wang, Ashish Saragadam, Dmytro Chumachenko, Shahabeddin Abhari, Plinio Pelegrini Morita, Amir Khajepour, George Shaker

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Protecting Medical Images Using a Zero-Watermarking Approach Based on Fractional Racah Moments by Karim El-Khanchouli, Hanaa Mansouri, Nawal El Ghouate, Hicham Karmouni, Nour-Eddine Joudar, Mhamed Sayyouri, S. S. Askar, Mohamed Abouhawwash

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The global, regional and national burden of pancreatitis due to alcohol use: Results from the Global Burden of Disease Study 2021 and projections to 2040. by Letai Li, Yaowen Zhang, Jiajie Leng, Siyu Li, Yang Lei, Zhenrui Cao, Yuxiang Luo, Haibing Xiong, Zhongjun Wu, Rui Tao, Yingjiu Jiang

“…Trends were analyzed, Age-Period-Cohort models quantified age, period, and cohort effects on Age-Standardized Mortality Rate (ASMR) and Age-Standardized Disability-Adjusted Life Year (ASDR). …”
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Scientific and strategic foresighting: The trajectory of sustainable development (on the example of Ukraine's energy security) by Yurii Kharazishvili, Yuriy Bilan, Oleksandr Sukhodolia, Olena Grishnova, Halyna Mishchuk

“…The goal of the article is the further development of the model for analyzing a specific area of management in the security dimension and the methods of strategizing the development of such an area – scientific and strategic foresight for the development of strategic scenarios for post-war recovery using the example of Ukraine's energy security. …”
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Advances in Electroencephalography for Post-Traumatic Stress Disorder Identification: A Scoping Review by Jose A. Salazar-Castro, Diego H. Peluffo-Ordonez, Diego M. Lopez

“…Broader datasets representing diverse populations are essential to mitigate bias and facilitate robust inter-model comparisons. Future research should focus on deep learning, adaptive signal decomposition, and multimodal approaches.…”
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