Deep-Risk: Deep Learning-Based Mortality Risk Predictive Models for COVID-19

NM Elshennawy, DM Ibrahim, AM Sarhan, M Arafa - Diagnostics, 2022 - mdpi.com
The SARS-CoV-2 virus has proliferated around the world and caused panic to all people as
it claimed many lives. Since COVID-19 is highly contagious and spreads quickly, an early …

Predicting clinical outcomes in the Machine Learning era: The Piacenza score a purely data driven approach for mortality prediction in COVID-19 Pneumonia

G Halasz, M Sperti, M Villani, U Michelucci, P Agostoni… - medRxiv, 2021 - medrxiv.org
Background Several models have been developed to predict mortality in patients with
COVID-19 pneumonia, but only few have demonstrated enough discriminatory capacity …

Predicting CoVID-19 community mortality risk using machine learning and development of an online prognostic tool

AK Das, S Mishra, SS Gopalan - PeerJ, 2020 - peerj.com
Background The recent pandemic of CoVID-19 has emerged as a threat to global health
security. There are very few prognostic models on CoVID-19 using machine learning …

Developing and validating a machine learning prognostic model for alerting to imminent deterioration of hospitalized patients with COVID-19

Y Kogan, A Robinson, E Itelman, Y Bar-Nur… - Scientific Reports, 2022 - nature.com
Our study was aimed at developing and validating a new approach, embodied in a machine
learning-based model, for sequentially monitoring hospitalized COVID-19 patients and …

Identifying predictors of COVID-19 mortality using machine learning

TK Wan, RX Huang, TW Tulu, JD Liu, A Vodencarevic… - Life, 2022 - mdpi.com
(1) Background: Coronavirus disease 2019 (COVID-19) is a dominant, rapidly spreading
respiratory disease. However, the factors influencing COVID-19 mortality still have not been …

Prediction of COVID-19 mortality to support patient prognosis and triage and limits of current open-source data

R Doyle - medRxiv, 2021 - medrxiv.org
This study examines the accuracy and applicability of machine learning methods in early
prediction of mortality in COVID-19 patients. Patient symptoms, pre-existing conditions, age …

Detection of risk predictors of COVID-19 mortality with classifier machine learning models operated with routine laboratory biomarkers

MT Huyut, A Velichko, M Belyaev - Applied Sciences, 2022 - mdpi.com
Early evaluation of patients who require special care and who have high death-expectancy
in COVID-19, and the effective determination of relevant biomarkers on large sample-groups …

Covid-19 machine learning based survival analysis and discharge time likelihood prediction using clinical data

M Nemati, J Ansary, N Nemati - Available at SSRN 3584518, 2020 - papers.ssrn.com
As a highly contagious respiratory disease, Coronavirus 2019 (COVID-19) has yielded high
mortality rates around the globe since its emergence in December of 2019. As the number of …

Comparison of two statistical models for predicting mortality in COVID-19 patients in Iran

R Nopour, L Erfannia, N Mehrabi, M Mashoufi… - Shiraz E-Medical …, 2022 - brieflands.com
Background: Today, the COVID-19 pandemic is ever-increasingly challenging healthcare
systems globally with many uncertainties and ambiguities regarding disease behavior and …

[HTML][HTML] Predictive models of mortality for hospitalized patients with COVID-19: retrospective cohort study

T Wang, A Paschalidis, Q Liu, Y Liu… - JMIR medical …, 2020 - medinform.jmir.org
Background: The novel coronavirus SARS-CoV-2 and its associated disease, COVID-19,
have caused worldwide disruption, leading countries to take drastic measures to address …