Accurate hourly AQI prediction using temporal CNN-LSTM-MHA+GRU: A case study of seasonal variations and pollution extremes in Visakhapatnam, India by Sreenivasulu T, Mokesh Rayalu G

“…The framework amalgamates one-dimensional Convolutional Neural Networks (1D CNN) for the extraction of short-term patterns, Long Short-Term Memory (LSTM) integrated with Multi-Head Attention (MHA) to encapsulate long-term dependencies, and Gated Recurrent Unit (GRU) for the refinement of residual errors. …”
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Integrated OVMD-BiGRU-SMAC Framework for Forecasting Construction Accidents in the Kingdom of Saudi Arabia by Badr T. Alsulami, Afaq Khattak

“…These IMFs are individually forecasted using Bidirectional Gated Recurrent Unit (BiGRU) models, which are capable of learning sequential patterns in both temporal directions. …”
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Memory-augment graph transformer based unsupervised detection model for identifying performance anomalies in highly-dynamic cloud environments by Huangyining Gao, Ruyue Xin, Peng Chen, Xi Li, Ning Lu, Peng You

“…Additionally, we introduce a novel dynamic gated memory module to guide the Transformer encoder in extracting hidden features, thereby enhancing the model’s robustness to varying data patterns in dynamic cloud environments. …”
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The Sociology of Suicide After COVID-19: Assessment of the Spanish Case by Enrique Fernández-Vilas, Juan R. Coca, Juan José Labora González, Marcos Iglesias Carrera

“…This paper aims to explore the impact of the COVID-19 pandemic on suicide rates in Spain, using a theoretical ex post facto analysis. …”
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Global, Regional, and National Burden of Smoking-Related Diseases and Associations With Health Workforce Distribution, 1990–2021: Analysis From the Global Burden of Disease Study 2... by Yuzhou Cai, Guiming Chen, Peng Bai

“…Correlation analyses examined relationships between 22 health workforce categories and disease burden.ResultsGlobally, age-standardized death rates from smoking-related diseases increased by 12.3% from 1990–2021, with males showing higher rates than females across all regions. …”
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Simultaneous water uptake from shallow groundwater and drip irrigation: Lysimeter experiments with ceramic cups by Ben Cohen, Ido Nitsan, Ilan Ben‐Noah, Shmulik P. Friedman

“…Results reveal that while plants can effectively utilize shallow groundwater even with limited root systems, higher irrigation rates diminish groundwater contribution to water uptake. …”
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Rapid radiations underlie most of the known diversity of life by John J. Wiens, Daniel S. Moen

“…Specifically, we quantify how much of Earth’s species richness is contained within rapid radiations (clades with high net diversification rates). We find that among the major clades of living organisms and among land plant phyla and animal phyla, >80% of known species richness is contained within the few clades in the upper 90th percentile for diversification rates in each group. …”
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Peer perceptions of clinicians using generative AI in medical decision-making by Haiyang Yang, Tinglong Dai, Nestoras Mathioudakis, Amy M. Knight, Yuna Nakayasu, Risa M. Wolf

“…Participants also acknowledged GenAI’s value in improving accuracy (4.30, p < 0.002) and rated institutionally customized GenAI more favorably (4.96, p < 0.001). …”
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Regional Demographic History of Shaanxi Province from the Founding of the People’s Republic of China to the Beginning of the Cultural Revolution (1949–1966) by Svetlana B. Makeeva

“…The author considers positive demographic changes in the province, among which are increased birth rates and decreased mortality rates, growth of population in general, and an influx of internal migrants from other Chinese regions into the province. …”
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Urban Green Space Inequity, Socioeconomic Disparities, and Potential Health Implications in Metropolitan Melbourne by Parian Hoseini, Pooriya Mohseni, Piret Veeroja, Greg Foliente

“…This study utilizes the Kernel Density tool as an innovative method to measure UGS inequities and their relationship with cardiovascular disease (CVD) rates. Next, the UGS patterns and their potential implications for CVD are examined across suburbs with a range of SES levels in Melbourne, Australia. …”
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Prevalence of autoimmune diseases is strongly associated with average annual temperatures: systematic review and linear regression analysis by Konstantinos Voskarides, Sofia Philippou, Mariam Hamam, Konstantinos Parperis

“…Abstract Background The incidence of autoimmune diseases in cold environments has been a topic of interest due to the observed geographical patterns and potential environmental influences on disease development. …”
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Function Delivery Network: A Spatial-Temporal Execution Orchestrator for Optimizing Serverless Computing by Joel R. Corporan, Arshdeep Bahga, Vijay K. Madisetti

“…Our results demonstrate significant improvements in resource utilization, execution time, and request completion rates. The FDN reduces function instance allocation by up to 97.82%, improves median response times by 45.45%, and maintains higher request completion rates at high concurrency levels compared to native FaaS execution. …”
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Classification of hoarding and comorbid neuropsychiatric symptoms by Sara K. Nutley, Catherine W. Striley, Linda B. Cottler, Joseph Eichenbaum, Rachel L. Nosheny, R. Scott Mackin, Carol A. Mathews

“…Conclusions: Neuropsychiatric symptom patterns among individuals with hoarding are heterogenous in nature and uniquely associated with clinical features and functional outcomes. …”
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Data-Driven Insights into LEED Certification Trends: Saudi Arabia's Path to Sustainability by Hala Sirror, Zeinab Alhassan, Malathe Hamid

“…It analyzes trends over the past decade, focusing on certification growth, building types, rating levels (Certified, Silver, Gold, Platinum), and regional distribution. …”
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Potential role of a cognitive rehabilitation program following left temporal lobe epilepsy surgery by Camila de Vasconcelos Geraldi, Sara Escorsi-Rosset, Pamela Thompson, Ana C. Gargaro Silva, Américo Ceiki Sakamoto

“…Changes in fMRI activation patterns were seen in the rehabilitation group over the long term. …”
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Assessment of coastal changes in Ashairej promontory: Unraveling anthropogenic influences in Kuwait bay

“…Specifically, land use and land cover changes are identified through: (i) outlining changes in Ashairej promontory from 1985 to 2023, (ii) evaluating bay currents' standard circulation patterns, and (iii) determining decay and sedimentation rates along the Ashairej coast. …”
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From Decline to Rebound: Analyzing the Dynamics of Fertility Trends in Sleman Regency Amid Global Shocks, 2018-2022 by Muhammad Arif Fahrudin Alfana

“…This quantitative study aims to examine the trends of live birth rates in Sleman Regency over a five-year period (2018-2022). …”
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The past, present, and future evolution of Aurora Subglacial Basin’s subglacial drainage system by Anna-Mireilla Hayden, Tyler Pelle, Christine F. Dow

“…Since subglacial drainage accounts for up to 70% of ice shelf melt, our results imply that subglacial hydrology could trigger higher rates of mass loss than previously suggested.…”
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Information Transparency:  Approaches to Evaluation, Key Features, Trends by R. P. Bulyga, I. V. Safonova

“…The article identifies the main patterns and positive trends in the development of information transparency of Russian business over the past ten to fifteen years. …”
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Time series analysis of construction accidents in Saudi Arabia with consideration of COVID19 lockdown effects by Badr T. Alsulami

“…The analysis identifies recurring seasonal patterns, long-term trends, and quantifies the impact of the COVID-19 lockdown on accident rates. …”
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