[HTML][HTML] Machine learning approaches in COVID-19 diagnosis, mortality, and severity risk prediction: A review

N Alballa, I Al-Turaiki - Informatics in medicine unlocked, 2021 - Elsevier
review recent literature on using ML for diagnosis and prediction of severity and mortality risk
in COVID-19… to classification tasks elated to COVID-19 applications, and other issues of the …

COVID mortality prediction with machine learning methods: a systematic review and critical appraisal

F Bottino, E Tagliente, L Pasquini, AD Napoli… - Journal of personalized …, 2021 - mdpi.com
risk of death. Recent studies reviewed predictive models for SARS-CoV-2 diagnosis, … , and
baseline ML methods to predict mortality based on radiological severity scores (accounting for …

Review on COVID19 diagnosis models based on machine learning and deep learning approaches

ZAA Alyasseri, MA Al‐Betar, IA Doush… - Expert …, 2022 - Wiley Online Library
… performance in estimating the total mortality and prediction of the outbreak of COVID-19. …
regions caused by COVID-19 and thus facilitated in determining the severity of illness and was …

Machine-learning-based COVID-19 mortality prediction model and identification of patients at low and high risk of dying

MM Banoei, R Dinparastisaleh, AV Zadeh, M Mirsaeidi - Critical Care, 2021 - Springer
… of machine-learning-based approaches to predict hospital … Therefore, AI has been used for
the diagnosis of COVID-19 … applied to determine COVID-19 severity by predicting the need for …

An early warning tool for predicting mortality risk of COVID-19 patients using machine learning

MEH Chowdhury, T Rahman, A Khandakar… - Cognitive …, 2021 - Springer
… that the mortality rate of patients with severe COVID-19 is … can help to predict the course of
the disease at diagnosis. In … of model’s high-risk prediction to death for the test data set were …

Machine learning approaches to identify patient comorbidities and symptoms that increased risk of mortality in COVID-19

S Aktar, A Talukder, MM Ahamad, AHM Kamal… - Diagnostics, 2021 - mdpi.com
… be at risk of COVID-19-related severe morbidity and mortality, … Finally, for the remaining
articles, we reviewed the full text … novel predictive machine learning methods to COVID-19 data …

Machine learning approaches in Covid-19 severity risk prediction in Morocco

M Laatifi, S Douzi, A Bouklouz, H Ezzine, J Jaafari… - Journal of big Data, 2022 - Springer
… CT scans are a useful tool for diagnosing COVID-19. … to predict COVID-19 mortality with
over 90% of accuracy [10]. Thus,we hypothesize that using Machine Learning to classify severity

Mortality prediction utilizing blood biomarkers to predict the severity of COVID-19 using machine learning technique

T Rahman, FA Al-Ishaq, FS Al-Mohannadi… - Diagnostics, 2021 - mdpi.com
… works utilizing machine learning approaches for early mortality prediction of patients …
mortality risk predicting technique for identifying the patients with high risk among both COVID-19

Prediction of severity of COVID-19-infected patients using machine learning techniques

A Alotaibi, M Shiblee, A Alshahrani - Computers, 2021 - mdpi.com
… a variety of learning methods, for early prediction of severity using … -based medical diagnosis,
Artificial intelligence (AI) … to assess the severity of the patient and the risk of death precisely …

Comparing machine learning algorithms for predicting COVID-19 mortality

K Moulaei, M Shanbehzadeh… - BMC medical informatics …, 2022 - Springer
… a mortality risk prediction model for COVID-19 based on ML … is a central hospital for COVID-19
diagnosis and treatment in the … predicting COVID-19 related mortality and disease severity