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Short-Term Prediction Of Icu Admission For Covid-19 Inpatients, Yoon Sang Lee, Riyaz T. Sikora Jan 2023

Short-Term Prediction Of Icu Admission For Covid-19 Inpatients, Yoon Sang Lee, Riyaz T. Sikora

Journal of International Technology and Information Management

Since the COVID-19 outbreak, many hospitals suffered from a surge of some high-risk inpatients needing to be admitted to the ICU. In this study, we propose a method

predicting the likelihood of COVID-19 inpatients’ admission to the ICU within a time frame of 12 hours. Four steps, the Bayesian Ridge Regression-based missing value imputation, the synthesis of training samples by the combination of two rows (the first and another row) of each patient, customized oversampling, and XGBoost classifier, are used for the proposed method. In the experiment, the AUC-ROC and F-score of our method is compared with those of other …


System Dynamics Modeling To Understand The Impact Of Covid-19 On Indian Economy, Anuja Shukla, Neha Tomer, Preeti Singh Apr 2022

System Dynamics Modeling To Understand The Impact Of Covid-19 On Indian Economy, Anuja Shukla, Neha Tomer, Preeti Singh

Management Dynamics

COVID-19 has led to a severe health crisis. This sudden and wide impact of corona virus has brought the global economy to its knees. The virus has spread across the world through the chain of transmission. In India, the first case of COVID-19 was reported in the month of February 2020 and has spread drastically within past four months. As a preventive measure, the government announced complete lockdown in the month of March 2020 to stop this pandemic situation in India (Suri, April 30, 2020). This invisible virus has compelled many business organizations to shutdown their respective activities and to …


Contingency Planning Amidst A Pandemic, Natalie C. Belford Jul 2021

Contingency Planning Amidst A Pandemic, Natalie C. Belford

Journal of Cybersecurity Education, Research and Practice

Proper prior planning prevents pitifully poor performance: The purpose of this research is to address mitigation approaches - disaster recovery, contingency planning, and business continuity planning - and their benefits as they relate to university operations during a worldwide pandemic predicated by the novel coronavirus (COVID-19). The most relevant approach pertaining to the University’s needs and its response to the coronavirus pandemic will be determined and evaluated in detail.