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In today's world, the most prominent public issue in the field of medicine is the rapid spread of viral sickness. The seriousness of the disease lies in its fast spreading nature. The main aim of the study is the proposal of a framework for the earlier detection and forecasting of the COVID-19 virus infection amongst the people to avoid the spread of the disease across the world by undertaking the precautionary measures. According to this framework, there are four stages for the proposed work. This includes the collection of necessary data followed by the classification of the collected information which is then taken in the process of mining and extraction and eventually ending with the process of decision modelling. Since the frequency of the infection is very often a prescient one, the probabilistic examination is measured as a degree of membership characterised by the fever measure related to the same. The predictions are thereby realised using the temporal RNN. The model finally provides effective outcomes in the efficiency of classification, reliability, the prediction viability etc.
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http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9130642 | PMC |
http://dx.doi.org/10.1016/j.compeleceng.2022.108117 | DOI Listing |
PLoS One
September 2025
The Permanente Medical Group, Pleasanton, California, United States of America.
Background: Research on Post-acute sequelae of COVID (PASC) has focused on the prevalence of symptoms, leaving gaps in our understanding of predictors of health care seeking.
Objective: To identify clinical and sociodemographic characteristics associated with PASC care seeking.
Methods: Retrospective cohort study of adult patients with COVID-19 diagnosis between January 1, 2021 and June 30, 2022 in a community-based comprehensive health care delivery system at 21 hospitals and medical clinics in Northern California.
PLoS One
September 2025
Graduate Program in Public Health - PPGSC/UFES, Vitória, Espírito Santo, Brazil.
A comprehensive understanding of the factors influencing the epidemiological dynamics of COVID-19 across the pandemic waves-particularly in terms of disease severity and mortality-is critical for optimizing healthcare services and prioritizing high-risk populations. Here we aim to analyze the factors associated with short-term and prolonged hospitalization for COVID-19 during the first three pandemic waves. We conducted a retrospective observational study using data from individuals reported in the e-SUS-VS system who were hospitalized for COVID-19 in a state in a southeast state of Brazil.
View Article and Find Full Text PDFPediatr Infect Dis J
September 2025
From the School of Chemistry and Molecular Biosciences, The University of Queensland, Brisbane, Queensland, Australia.
Background: Obesity was a risk factor for severe COVID-19 in children during early outbreaks of ancestral SARS-CoV-2 and the Delta variant. However, the relationship between obesity and COVID-19 severity during the Omicron wave remains unclear.
Methods: This multicenter, observational study included polymerase chain r eaction-confirmed SARS-CoV-2-infected children and adolescents from Australia, Brazil, Italy, Portugal, Switzerland, Thailand, the United Kingdom and the United States hospitalized between January 1, 2020, and March 31, 2022.
JCI Insight
September 2025
Ragon Institute of Mass General Brigham, Cambridge, United States of America.
Background: The SARS-CoV-2 virus has evolved subvariants since the emergence of the omicron variant in 2021. Whether these changes impact viral shedding and transmissibility is not known.
Methods: POSITIVES is a prospective longitudinal cohort of individuals with mild SARS-CoV-2 infection.
Psychother Psychosom
September 2025
Division of Endocrinology and Diabetology, Department of Internal Medicine, Interdisciplinary Metabolic Medicine Trials Unit, Medical University of Graz, Graz, Austria.
Introduction: Understanding chronic stress as a potential risk factor for COVID-19 progression could inform public health measures and personalized preventive interventions. Therefore, we investigated the influence of chronic stress prior to SARS-CoV-2 infection on symptom persistence 1 month after COVID-19 onset.
Methods: The participants of this prospective cohort study named "StressLoC" were adults with COVID-19 who had tested positive for SARS-CoV-2 infection within the last 7 days.