Comparing machine learning algorithms for predicting COVID-19 mortality

K Moulaei, M Shanbehzadeh… - BMC medical informatics …, 2022 - Springer
… This study aimed to develop a mortality risk prediction model for COVID-19 based on ML
algorithms … predictors of mortality among COVID-19 in-hospital patients? (2) What is the best ML …

Comparing machine learning algorithms for predicting ICU admission and mortality in COVID-19

S Subudhi, A Verma, AB Patel, CC Hardin… - NPJ digital …, 2021 - nature.com
… ability of various machine learning algorithms to predict clinical outcomes such as ICU
admission or mortality using data available from the initial ED encounter of COVID-19 patients. …

[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
algorithms used in relation to COVID-19. We focus on the potential of ML for two main
applications: diagnosis of COVID-19 and prediction of mortality … Aspects related to algorithm types, …

Machine learning for mortality analysis in patients with COVID-19

M Sánchez-Montañés, P Rodríguez-Belenguer… - International journal of …, 2020 - mdpi.com
… Finally, we showed that unsupervised learning algorithms allow a global analysis of the
set of drugs administered to the patient population. This allowed us to automatically identify …

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
… whether it belonged to baseline ML or advanced DL algorithms. Since in literature there are
many implementable and customizable algorithms, we expected to find several and different …

A machine learning based exploration of COVID-19 mortality risk

M Mahdavi, H Choubdar, E Zabeh, M Rieder… - Plos one, 2021 - journals.plos.org
Early prediction of patient mortality risks during a pandemic can decrease mortality by
assuring efficient resource allocation and treatment planning. This study aimed to develop and …

[HTML][HTML] An individualized algorithm to predict mortality in COVID-19 pneumonia: a machine learning based study

ME Laino, E Generali, T Tommasini… - Archives of Medical …, 2022 - ncbi.nlm.nih.gov
… Artificial intelligence techniques allow one to analyze large amounts of data to find hidden
… validate a mortality score at admission for COVID-19 based on high-level machine learning. …

Machine learning based clinical decision support system for early COVID-19 mortality prediction

A Karthikeyan, A Garg, PK Vinod… - Frontiers in public …, 2021 - frontiersin.org
… To compare the performances of various machine learning algorithms, we tried six different
models as listed below. The most optimum feature set was used as inputs to these models. …

COVID-19 ICU mortality prediction: a machine learning approach using SuperLearner algorithm

G Lorenzoni, N Sella, A Boscolo, D Azzolina… - Journal of Anesthesia …, 2021 - Springer
… to share experience on COVID-19 patients’ treatment among … Finally, data on COVID-19
patients admitted to the COVID-19 … a machine learning approach for ICU mortality in COVID-19

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
… feasible machine-learning algorithm to stratify the mortality risk in a sample of patients
admitted to a COVID-19 referral center in the Veneto region, Italy, during the first COVID-19 wave. …