[HTML][HTML] A machine learning model for predicting deterioration of COVID-19 inpatients

O Noy, D Coster, M Metzger, I Atar… - Scientific reports, 2022 - nature.com
COVID-19 care. We developed a machine learning model for early prediction of deterioration
of COVID-19 … The model was developed by analyzing longitudinal EHRs of COVID-19

[HTML][HTML] Prediction of COVID-19 deterioration in high-risk patients at diagnosis: an early warning score for advanced COVID-19 developed by machine learning

CEM Jakob, UM Mahajan, M Oswald, M Stecher… - Infection, 2021 - Springer
predictor and score (SACOV-19, Score for the prediction of an Advanced disease stage of
COVID-19… is at risk of developing the advanced COVID-19 disease stage, based on data …

[HTML][HTML] Machine learning-based model for prediction of clinical deterioration in hospitalized patients by COVID 19

S Garcia-Gutiérrez, C Esteban-Aizpiri, I Lafuente… - Scientific reports, 2022 - nature.com
… Despite the publication of great number of tools to aid decisions in COVID-19 patients,
there is a lack of good instruments to predict clinical deterioration. COVID19-Osakidetza is a …

[HTML][HTML] An artificial intelligence system for predicting the deterioration of COVID-19 patients in the emergency department

FE Shamout, Y Shen, N Wu, A Kaku, J Park… - NPJ digital …, 2021 - nature.com
… In this work, we present an AI system that is able to predict deterioration of COVID-19 patients
presenting to the ED, where deterioration is defined as the composite outcome of mortality, …

[HTML][HTML] Early predictors of clinical deterioration in a cohort of 239 patients hospitalized for Covid-19 infection in Lombardy, Italy

M Cecconi, D Piovani, E Brunetta, A Aghemo… - Journal of clinical …, 2020 - mdpi.com
… Coronary heart disease was a strong predictor of deterioration in our cohort, and has been
… to half patients in other reports, and was a strong predictor of ICU transfer or death [8]. Most …

[HTML][HTML] A predictive model of clinical deterioration among hospitalized COVID-19 patients by harnessing hospital course trajectories

E Mauer, J Lee, J Choi, H Zhang, KL Hoffman… - Journal of biomedical …, 2021 - Elsevier
… learning algorithm to predict clinical deterioration among hospitalized COVID-19 patients
by … Finally, we validated our prediction model on an external validation cohort of COVID-19

Prompt predicting of early clinical deterioration of moderate-to-severe COVID-19 patients: usefulness of a combined score using IL-6 in a preliminary study

A Vultaggio, E Vivarelli, G Virgili, E Lucenteforte… - The Journal of Allergy …, 2020 - Elsevier
predicted probability, and, if validated, the score we suggest may be used for triage of
patients with COVID-19 … the prediction of clinical deterioration of patients with moderate-to-severe …

[HTML][HTML] Deep learning for deterioration prediction of COVID-19 patients based on time-series of three vital signs

S Mehrdad, FE Shamout, Y Wang, SF Atashzar - Scientific reports, 2023 - nature.com
… power to predict the health deterioration of the patients with COVID-19 ahead of time. This
paper also investigates the contribution and importance of each of the vital signs and a set of …

Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal

L Wynants, B Van Calster, GS Collins, RD Riley… - bmj, 2020 - bmj.com
predict covid-19 related risks in the general population. Five models predicted hospital
admission for covid-19, three predicted … NEWS2 performed best to predict deterioration, while the …

[PDF][PDF] COVID-19 deterioration prediction via self-supervised representation learning and multi-image prediction

A Sriram, M Muckley, K Sinha, F Shamout… - arXiv preprint arXiv …, 2021 - researchgate.net
… to predict which patients are most at risk of deterioration. We consider the task of predicting
two types of patient deterioration based on chest X-rays: adverse event deterioration (ie, …