Predicting illness trajectory and hospital resource utilization of COVID-19 hospitalized patients-a nationwide study

M Roimi, R Gutman, J Somer, AB Arie, I Calman… - 2020 - pesquisa.bvsalud.org
BackgroundThe spread of COVID-19 has led to a severe strain on hospital capacity in many
countries. There is a need for a model to help planners assess expected COVID-19 hospital …

[PDF][PDF] Development and validation of a machine learning model for predicting illness trajectory and hospital resource utilization of COVID-19 hospitalized patients–a …

YBL Calman, U Gelbshtein, S Liverant-Taub… - J Am Med Inform …, 2021 - academia.edu
Background The spread of COVID-19 has led to a severe strain on hospital capacity in many
countries. There is a need for a model to help planners assess expected COVID-19 hospital …

Development and validation of a machine learning model for predicting illness trajectory and hospital resource utilization of COVID-19 hospitalized patients–a …

M Roimi, R Gutman, J Somer, AB Arie, I Calman… - medRxiv, 2020 - medrxiv.org
Background The spread of COVID-19 has led to a severe strain on hospital capacity in many
countries. There is a need for a model to help planners assess expected COVID-19 hospital …

Development and validation of a machine learning model predicting illness trajectory and hospital utilization of COVID-19 patients: a nationwide study

M Roimi, R Gutman, J Somer, A Ben Arie… - Journal of the …, 2021 - academic.oup.com
Objective The spread of coronavirus disease 2019 (COVID-19) has led to severe strain on
hospital capacity in many countries. We aim to develop a model helping planners assess …

[HTML][HTML] Prediction of Mortality in hospitalized COVID-19 patients in a statewide health network

B Ambale-Venkatesh, T Quinaglia, M Shabani, J Sesso… - medRxiv, 2021 - ncbi.nlm.nih.gov
Objective: To identify the most important predictors of hospital discharge and mortality from
measurements at admission for hospitalized COVID-19 patients. Design: Observational …

Estimation of COVID-19–induced depletion of hospital resources in Ontario, Canada

K Barrett, YA Khan, S Mac, R Ximenes, DMJ Naimark… - Cmaj, 2020 - Can Med Assoc
BACKGROUND: The global spread of coronavirus disease 2019 (COVID-19) continues in
several jurisdictions, causing substantial strain to health care systems. The purpose of our …

Hospitalization forecast to inform COVID-19 pandemic planning and resource allocation using mathematical models

PE Wikman-Jorgensen, A Ruiz, V Giner-Galvañ… - medRxiv, 2022 - medrxiv.org
Background The COVID-19 pandemic has put tremendous pressure on hospital resources
around the world. Forecasting demand for healthcare services is important generally, but …

Estimating healthcare resource needs for COVID-19 patients in Nigeria

A Ogunbameru, K Barrett, A Joda, YA Khan… - Pan African Medical …, 2020 - ajol.info
Introduction: continuous assessment of healthcare resources during the COVID-19
pandemic will help in proper planning and to prevent an overwhelming of the Nigerian …

Planning for the aftershocks: a model of post-acute care needs for hospitalized COVID-19 patients

M Maloney, R Morley, R Checketts, P Weir, D Barfuss… - medRxiv, 2020 - medrxiv.org
Since its emergence in late 2019, COVID-19 has caused significant global morbidity and
mortality, overwhelming health systems. Considerable attention has been paid to the burden …

Development and validation of a model for individualized prediction of hospitalization risk in 4,536 patients with COVID-19

L Jehi, X Ji, A Milinovich, S Erzurum, A Merlino… - PloS one, 2020 - journals.plos.org
Background Coronavirus Disease 2019 is a pandemic that is straining healthcare resources,
mainly hospital beds. Multiple risk factors of disease progression requiring hospitalization …