Machine-learning models for predicting survivability in COVID-19 patients

ID Acheme, OR Vincent - Data Science for COVID-19, 2021 - Elsevier
COVID-19 is a disease currently ravaging the world, bringing unprecedented health and
economic challenges to several nations. There are presently close to five million reported …

[HTML][HTML] A machine learning-based model for survival prediction in patients with severe COVID-19 infection

L Yan, H Zhang, J Goncalves, Y Xiao, M Wang, Y Guo… - 2020 - europepmc.org
The sudden increase of COVID-19 cases is putting a high pressure on healthcare services
worldwide. At the current stage, fast, accurate and early clinical assessment of the disease …

[HTML][HTML] Predicting mortality risk in patients with COVID-19 using machine learning to help medical decision-making

M Pourhomayoun, M Shakibi - Smart health, 2021 - Elsevier
In the wake of COVID-19 disease, caused by the SARS-CoV-2 virus, we designed and
developed a predictive model based on Artificial Intelligence (AI) and Machine Learning …

An interpretable mortality prediction model for COVID-19 patients

L Yan, HT Zhang, J Goncalves, Y Xiao… - Nature machine …, 2020 - nature.com
The sudden increase in COVID-19 cases is putting high pressure on healthcare services
worldwide. At this stage, fast, accurate and early clinical assessment of the disease severity …

Prognostic machine learning models for COVID‐19 to facilitate decision making

S Subudhi, A Verma, AB Patel - International Journal of clinical …, 2020 - Wiley Online Library
An increasing number of COVID‐19 cases worldwide has overwhelmed the healthcare
system. Physicians are struggling to allocate resources and to focus their attention on high …

Prognostic model of COVID-19 severity and survival among hospitalized patients using machine learning techniques

I Lodato, AV Iyer, IZ To, ZY Lai, HSY Chan… - Diagnostics, 2022 - mdpi.com
We conducted a statistical study and developed a machine learning model to triage COVID-
19 patients affected during the height of the COVID-19 pandemic in Hong Kong based on …

Predicting in-hospital mortality of patients with COVID-19 using machine learning techniques

F Tezza, G Lorenzoni, D Azzolina, S Barbar… - Journal of Personalized …, 2021 - mdpi.com
The present work aims to identify the predictors of COVID-19 in-hospital mortality testing a
set of Machine Learning Techniques (MLTs), comparing their ability to predict the outcome …

Machine Learning‐Based Model to Predict the Disease Severity and Outcome in COVID‐19 Patients

SS Aljameel, IU Khan, N Aslam, M Aljabri… - Scientific …, 2021 - Wiley Online Library
The novel coronavirus (COVID‐19) outbreak produced devastating effects on the global
economy and the health of entire communities. Although the COVID‐19 survival rate is high …

Comparing machine learning algorithms for predicting COVID-19 mortality

K Moulaei, M Shanbehzadeh… - BMC medical informatics …, 2022 - Springer
Background The coronavirus disease (COVID-19) hospitalized patients are always at risk of
death. Machine learning (ML) algorithms can be used as a potential solution for predicting …

A machine learning model for predicting deterioration of COVID-19 inpatients

O Noy, D Coster, M Metzger, I Atar… - Scientific reports, 2022 - nature.com
The COVID-19 pandemic has been spreading worldwide since December 2019, presenting
an urgent threat to global health. Due to the limited understanding of disease progression …