The Development and Validation of Simplified Machine Learning Algorithms to Predict Prognosis of Hospitalized Patients With COVID-19: Multicenter, Retrospective Study

Evaluation and improvement of the National Early Warning Score (NEWS2) for COVID-19: a multi-hospital study

(2021) Ewan Carr et al.   BMC Medicine

Federated Learning of Electronic Health Records to Improve Mortality Prediction in Hospitalized Patients With COVID-19: Machine Learning Approach

(2021) Akhil Vaid et al.   JMIR Medical Informatics

A Machine Learning Prediction Model of Respiratory Failure Within 48 Hours of Patient Admission for COVID-19: Model Development and Validation

(2021) Siavash Bolourani et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

COVID-19 and liver disease: mechanistic and clinical perspectives

(2021) Thomas Marjot et al.   Nature Reviews Gastroenterology & Hepatology

Risk of mortality in patients infected with SARS-CoV-2 variant of concern 202012/1: matched cohort study

(2021) Robert Challen et al.   BMJ-British Medical Journal

Predictability of COVID-19 Hospitalizations, Intensive Care Unit Admissions, and Respiratory Assistance in Portugal: Longitudinal Cohort Study

(2021) André Patrício et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Higher albumin levels on admission predict better prognosis in patients with confirmed COVID-19

(2021) Matthew Kheir et al.   PLoS One

Efficient management strategy of COVID-19 patients based on cluster analysis and clinical decision tree classification

(2021) Zhi Li et al.   Scientific Reports

Comparing machine learning algorithms for predicting ICU admission and mortality in COVID-19

(2021) Sonu Subudhi et al.   npj Digital Medicine

Clinical Characteristics, Associated Factors, and Predicting COVID-19 Mortality Risk: A Retrospective Study in Wuhan, China

(2020) Caizheng Yu et al.   AMERICAN JOURNAL OF PREVENTIVE MEDICINE

Acute Physiology and Chronic Health Evaluation II Score as a Predictor of Hospital Mortality in Patients of Coronavirus Disease 2019

(2020) Xiaojing Zou et al.   CRITICAL CARE MEDICINE

Prediction of severe illness due to COVID-19 based on an analysis of initial Fibrinogen to Albumin Ratio and Platelet count

(2020) Xiaojie Bi et al.   PLATELETS

Development and Validation of a Clinical Risk Score to Predict the Occurrence of Critical Illness in Hospitalized Patients With COVID-19

(2020) Wenhua Liang et al.   JAMA Internal Medicine

Using Machine Learning to Predict ICU Transfer in Hospitalized COVID-19 Patients

(2020) Fu-Yuan Cheng et al.   Journal of Clinical Medicine

Diagnostic performance of initial blood urea nitrogen combined with D-dimer levels for predicting in-hospital mortality in COVID-19 patients

(2020) Anying Cheng et al.   INTERNATIONAL JOURNAL OF ANTIMICROBIAL AGENTS

Predictive values of blood urea nitrogen/creatinine ratio and other routine blood parameters on disease severity and survival of COVID‐19 patients

(2020) Fesih Ok et al.   JOURNAL OF MEDICAL VIROLOGY

Dexamethasone in Hospitalized Patients with Covid-19 — Preliminary Report

(2020)   NEW ENGLAND JOURNAL OF MEDICINE

Using machine learning of clinical data to diagnose COVID-19: a systematic review and meta-analysis

(2020) Wei Tse Li et al.   BMC Medical Informatics and Decision Making

Analysis of Critical Care Severity of Illness Scoring Systems in Patients With Coronavirus Disease 2019

(2020) Jonny R. Stephens et al.   CRITICAL CARE MEDICINE

Comparing the 4C mortality score for COVID-19 to established scores (CURB65, CRB65, qSOFA, NEWS) for respiratory infection patients

(2020) Zoe Wellbelove et al.   JOURNAL OF INFECTION

Easy-to-use machine learning model predicting prognosis of COVID-19 patients (Preprint)

(2020) Hyung-Jun Kim et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Risk stratification of patients admitted to hospital with covid-19 using the ISARIC WHO Clinical Characterisation Protocol: development and validation of the 4C Mortality Score

(2020) Stephen R Knight et al.   BMJ-British Medical Journal

Development and validation of a machine learning-based prediction model for near-term in-hospital mortality among patients with COVID-19

(2020) Prathamesh Parchure et al.   BMJ Supportive & Palliative Care

Predicting success of high-flow nasal cannula in pneumonia patients with hypoxemic respiratory failure: The utility of the ROX index

(2016) Oriol Roca et al.   JOURNAL OF CRITICAL CARE

Expanded CURB-65: a new score system predicts severity of community-acquired pneumonia with superior efficiency

(2016) Jin-liang Liu et al.   Scientific Reports

Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests

(2016) Andrew J Vickers et al.   BMJ-British Medical Journal

Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests

(2016) Andrew J Vickers et al.   BMJ-British Medical Journal

mice: Multivariate Imputation by Chained Equations inR

(2015) Stef van Buuren et al.   Journal of Statistical Software

Sample size estimation in diagnostic test studies of biomedical informatics

(2014) Karimollah Hajian-Tilaki   JOURNAL OF BIOMEDICAL INFORMATICS

Comparison of clinical characteristics and performance of pneumonia severity score and CURB-65 among younger adults, elderly and very old subjects

(2010) J.-H. Chen et al.   THORAX