Prognostic model to identify and quantify risk factors for mortality among hospitalised patients with COVID-19 in the USA

D Incerti, S Rizzo, X Li, L Lindsay, V Yau, D Keebler… - BMJ open, 2021 - bmjopen.bmj.com
Objectives To develop a prognostic model to identify and quantify risk factors for mortality
among patients admitted to the hospital with COVID-19. Design Retrospective cohort study …

Development and external validation of prognostic models for COVID-19 to support risk stratification in secondary care

NJ Adderley, T Taverner, MJ Price, C Sainsbury… - BMJ open, 2022 - bmjopen.bmj.com
Objectives Existing UK prognostic models for patients admitted to the hospital with COVID-
19 are limited by reliance on comorbidities, which are under-recorded in secondary care …

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 …

Comparison of in-hospital mortality risk prediction models from COVID-19

AA El-Solh, Y Lawson, M Carter, DA El-Solh… - PloS one, 2020 - journals.plos.org
Objective Our objective is to compare the predictive accuracy of four recently established
outcome models of patients hospitalized with coronavirus disease 2019 (COVID-19) …

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 …

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 …

Early identification of patients admitted to hospital for covid-19 at risk of clinical deterioration: model development and multisite external validation study

F Kamran, S Tang, E Otles, DS McEvoy, SN Saleh… - bmj, 2022 - bmj.com
Objective To create and validate a simple and transferable machine learning model from
electronic health record data to accurately predict clinical deterioration in patients with covid …

Predicting clinical outcomes among hospitalized COVID-19 patients using both local and published models

W Galanter, JM Rodríguez-Fernández, K Chow… - BMC medical informatics …, 2021 - Springer
Background Many models are published which predict outcomes in hospitalized COVID-19
patients. The generalizability of many is unknown. We evaluated the performance of …

Predictive value of comorbid conditions for COVID-19 mortality

I Marincu, F Bratosin, I Vidican, AC Bostanaru… - Journal of Clinical …, 2021 - mdpi.com
In this paper, we aim at understanding the broad spectrum of factors influencing the survival
of infected patients and the correlations between these factors to create a predictive …

Development and validation of a prognostic 40-day mortality risk model among hospitalized patients with COVID-19

DA Berry, A Ip, BE Lewis, SM Berry, NS Berry… - Plos one, 2021 - journals.plos.org
Objectives The development of a prognostic mortality risk model for hospitalized COVID-19
patients may facilitate patient treatment planning, comparisons of therapeutic strategies, and …