[HTML][HTML] Clinical features of COVID-19 mortality: development and validation of a clinical prediction model

AS Yadaw, Y Li, S Bose, R Iyengar… - The Lancet Digital …, 2020 - thelancet.com
Predicting mortality among patients with COVID-19 who … prediction model of COVID-19
mortality using unbiased computational methods, and identify the clinical features most predictive

Clinical prediction models for mortality in patients with covid-19: external validation and individual participant data meta-analysis

VMT de Jong, RZ Rousset, NE Antonio-Villa… - Bmj, 2022 - bmj.com
… review of covid-19 related prediction models We identified six prognostic models and two
scoring rules that met the inclusion criteria (fig 1). Table 1 summarises the details of the models

[HTML][HTML] Clinical predictors of COVID-19 mortality

AS Yadaw, Y Li, S Bose, R Iyengar, S Bunyavanich… - MedRxiv, 2020 - ncbi.nlm.nih.gov
… Therefore, we used the imputed version of the development set with 20 features and XGBoost,
to develop the first COVID-19 mortality predictor in this study, referred to as the 20F model

[HTML][HTML] An interpretable mortality prediction model for COVID-19 patients

L Yan, HT Zhang, J Goncalves, Y Xiao… - Nature machine …, 2020 - nature.com
… This study uses a supervised XGBoost classifier 8 as the predictor model. XGBoost is a
high-performance machine learning algorithm that benefits from great interpretability potential …

[HTML][HTML] Derivation and validation of the clinical prediction model for COVID-19

F Foieni, G Sala, JG Mognarelli, G Suigo… - Internal and Emergency …, 2020 - Springer
… risk mortality, we developed a clinical prediction rule for prognosis of COVID-19 patients and
a calculator to allow clinicians … We identified 8 clinical and laboratory variables that stratify …

Risk factors prediction, clinical outcomes, and mortality in COVID19 patients

R Alizadehsani, Z Alizadeh Sani… - Journal of medical …, 2021 - Wiley Online Library
… To the best of our knowledge, a number of factors associated with mortality due to COVID-19
helpful in early prediction and risk reduction of mortality in patients infected with COVID-19. …

[HTML][HTML] Prediction model and risk scores of ICU admission and mortality in COVID-19

Z Zhao, A Chen, W Hou, JM Graham, H Li… - PloS one, 2020 - journals.plos.org
… in predicting COVID-19 severity [9–11]. Here we report a predictive model and a risk score
system to predict … and in-hospital mortality in laboratory-confirmed COVID-19 patients. This …

[HTML][HTML] Clinical features predicting COVID-19 mortality risk

H Kouhpayeh - European journal of translational myology, 2022 - ncbi.nlm.nih.gov
… with COVID-19 disease have fewer hospitalizations and deaths than men. The results of
the meta-analysis also showed that male sex appear to be a risk factor for COVID-19 mortality. …

[HTML][HTML] 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
… Since our aim is to develop mortality prediction model that is independent on the days to
outcome, all the readings of the patients are considered as unique data-points for further …

[HTML][HTML] Prediction models for COVID-19 clinical decision making

AM Leeuwenberg, E Schuit - The Lancet Digital Health, 2020 - thelancet.com
Clinical features of COVID-19 mortality: development and validation of a clinical prediction
model… An accurate and parsimonious COVID-19 mortality prediction model based on three …