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. …

[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 … Intelligence (AI) and Machine Learning
algorithms to determine the health risk and predict the mortality risk of patients with COVID-19. …

A comparison of machine learning algorithms in predicting COVID-19 prognostics

S Ustebay, A Sarmis, GK Kaya, M Sujan - Internal and Emergency …, 2023 - Springer
… ML algorithms are used to develop prognostic and diagnostic models and so to support …
ML algorithms to predict the need for intensive care, intubation, and mortality risk for COVID-19

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

MEH Chowdhury, T Rahman, A Khandakar… - Cognitive …, 2021 - Springer
… individuals at high risk of COVID-19 mortality, a major gap remains in the design of state-of-the-art
interpretable machine learning-based algorithms and high-performance quantitative …

Comparing machine learning algorithms to predict COVID19 mortality using a dataset including chest computed tomography severity score data

SS Zakariaee, N Naderi, M Ebrahimi… - Scientific reports, 2023 - nature.com
19 . Thus, CT-SS might improve the prognostic performances of the ML algorithms for mortality
prediction of COVID-19 … model for mortality prediction of COVID-19 patients based on a …

[HTML][HTML] Machine learning decision tree algorithm role for predicting mortality in critically ill adult COVID-19 patients admitted to the ICU

A Elhazmi, A Al-Omari, H Sallam, HN Mufti… - Journal of infection and …, 2022 - Elsevier
… We highlight the value of utilizing a machine learning DT algorithm in the ICU at the time of
… ICU mortality in COVID-19 adults admitted to the ICU using a machine learning DT algorithm. …

A machine learning algorithm to analyse the effects of vaccination on COVID-19 mortality

C Magazzino, M Mele, M Coccia - Epidemiology & Infection, 2022 - cambridge.org
… a machine learning experiment to assess the effects of vaccination on the fatality rate of the
COVID-19 … This new algorithm selected two targets: the number of deaths and the fatality rate. …

[HTML][HTML] Using automated machine learning to predict the mortality of patients with COVID-19: prediction model development study

K Ikemura, E Bellin, Y Yagi, H Billett, M Saada… - Journal of medical …, 2021 - jmir.org
machine learning algorithm family. For example, in Figure 4, all models determined that
percent mortality … Similarly, all models determined that percent mortality increased with glucose …

Development and external evaluation of predictions models for mortality of COVID-19 patients using machine learning method

S Li, Y Lin, T Zhu, M Fan, S Xu, W Qiu, C Chen… - Neural Computing and …, 2023 - Springer
… In this study, we applied machine learning algorithms to develop prognostic models for
predicting mortality in confirmed cases of COVID-19. All models performed well in the overall …

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
… ML-based algorithms to generate a mortality prediction model for hospitalized COVID-19
patients as … In the current study, machine learning algorithms were applied to predict hospital …