Development and external validation of a prognostic multivariable model on admission for hospitalized patients with COVID-19

J Xie, D Hungerford, H Chen, ST Abrams, S Li, G Wang… - MedRxiv, 2020 - medrxiv.org
Background COVID-19 pandemic has developed rapidly and the ability to stratify the most
vulnerable patients is vital. However, routinely used severity scoring systems are often low …

Risk prediction for poor outcome and death in hospital in-patients with COVID-19: derivation in Wuhan, China and external validation in London, UK

H Zhang, T Shi, X Wu, X Zhang, K Wang, D Bean… - MedRxiv, 2020 - medrxiv.org
Background Accurate risk prediction of clinical outcome would usefully inform clinical
decisions and intervention targeting in COVID-19. The aim of this study was to derive and …

Development and validation of a survival calculator for hospitalized patients with COVID-19

TJ Levy, S Richardson, K Coppa, DP Barnaby… - MedRxiv, 2020 - medrxiv.org
Background Chinese studies reported predictors of severe disease and mortality associated
with coronavirus disease 2019 (COVID-19). A generalizable and simple survival calculator …

Prediction of 28-day mortality in critically ill patients with COVID-19: Development and internal validation of a clinical prediction model

MLG Leoni, L Lombardelli, D Colombi, EG Bignami… - Plos one, 2021 - journals.plos.org
Background COVID-19 pandemic has rapidly required a high demand of hospitalization and
an increased number of intensive care units (ICUs) admission. Therefore, it became …

Systematic evaluation and external validation of 22 prognostic models among hospitalised adults with COVID-19: an observational cohort study

RK Gupta, M Marks, THA Samuels… - European …, 2020 - Eur Respiratory Soc
The number of proposed prognostic models for coronavirus disease 2019 (COVID-19) is
growing rapidly, but it is unknown whether any are suitable for widespread clinical …

Developing and validating COVID-19 adverse outcome risk prediction models from a bi-national European cohort of 5594 patients

E Jimenez-Solem, TS Petersen, C Hansen… - Scientific reports, 2021 - nature.com
Patients with severe COVID-19 have overwhelmed healthcare systems worldwide. We
hypothesized that machine learning (ML) models could be used to predict risks at different …

A novel severity score to predict inpatient mortality in COVID-19 patients

DJ Altschul, SR Unda, J Benton… - Scientific reports, 2020 - nature.com
COVID-19 is commonly mild and self-limiting, but in a considerable portion of patients the
disease is severe and fatal. Determining which patients are at high risk of severe illness or …

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
Objective To externally validate various prognostic models and scoring rules for predicting
short term mortality in patients admitted to hospital for covid-19. Design Two stage individual …

External validation of prognostic scores for COVID-19: a multicenter cohort study of patients hospitalized in Greater Paris University Hospitals

Y Lombardi, L Azoyan, P Szychowiak, A Bellamine… - Intensive care …, 2021 - Springer
Abstract Purpose The Coronavirus disease 2019 (COVID-19) has led to an unparalleled
influx of patients. Prognostic scores could help optimizing healthcare delivery, but most of …

Clinical and laboratory predictors of in-hospital mortality in patients with coronavirus disease-2019: a cohort study in Wuhan, China

K Wang, P Zuo, Y Liu, M Zhang, X Zhao… - Clinical infectious …, 2020 - academic.oup.com
Background This study aimed to develop mortality-prediction models for patients with
coronavirus disease-2019 (COVID-19). Methods The training cohort included consecutive …