Early Prediction of COVID-19 Ventilation Requirement and Mortality from Routinely Collected Baseline Chest Radiographs, Laboratory, and Clinical Data with Machine Learning

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

A deep learning-based quantitative computed tomography model for predicting the severity of COVID-19: a retrospective study of 196 patients

(2021) Weiya Shi et al.   Annals of Translational Medicine

Development of a severity of disease score and classification model by machine learning for hospitalized COVID-19 patients

(2021) Miguel Marcos et al.   PLoS One

An Early Warning Tool for Predicting Mortality Risk of COVID-19 Patients Using Machine Learning

(2021) Muhammad E. H. Chowdhury et al.   Cognitive Computation

Machine Learning Based Clinical Decision Support System for Early COVID-19 Mortality Prediction

(2021) Akshaya Karthikeyan et al.   Frontiers in Public Health

The Clinical and Chest CT Features Associated with Severe and Critical COVID-19 Pneumonia

(2020) Kunhua Li et al.   INVESTIGATIVE RADIOLOGY

Clinical Characteristics of Coronavirus Disease 2019 in China

(2020) Wei-jie Guan et al.   NEW ENGLAND JOURNAL OF MEDICINE

Pathological findings of COVID-19 associated with acute respiratory distress syndrome

(2020) Zhe Xu et al.   Lancet Respiratory Medicine

The Role of Chest Imaging in Patient Management During the COVID-19 Pandemic

(2020) Geoffrey D. Rubin et al.   CHEST

Clinical and laboratory predictors of in-hospital mortality in patients with COVID-19: a cohort study in Wuhan, China

(2020) Kun Wang et al.   CLINICAL INFECTIOUS DISEASES

Dysregulation of Immune Response in Patients With Coronavirus 2019 (COVID-19) in Wuhan, China

(2020) Chuan Qin et al.   CLINICAL INFECTIOUS DISEASES

Association between age and clinical characteristics and outcomes of COVID-19

(2020) Yang Liu et al.   EUROPEAN RESPIRATORY JOURNAL

Surviving Sepsis Campaign: guidelines on the management of critically ill adults with Coronavirus Disease 2019 (COVID-19)

(2020) Waleed Alhazzani et al.   INTENSIVE CARE MEDICINE

Presenting Characteristics, Comorbidities, and Outcomes Among 5700 Patients Hospitalized With COVID-19 in the New York City Area

(2020) Safiya Richardson et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Neutrophil-to-lymphocyte ratio and lymphocyte-to-C-reactive protein ratio in patients with severe coronavirus disease 2019 (COVID-19): A meta-analysis

(2020) Francisco Alejandro Lagunas-Rangel   JOURNAL OF MEDICAL VIROLOGY

Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study

(2020) Fei Zhou et al.   LANCET

Clinical and Chest Radiography Features Determine Patient Outcomes In Young and Middle Age Adults with COVID-19

(2020) Danielle Toussie et al.   RADIOLOGY

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

(2020) Laure Wynants et al.   BMJ-British Medical Journal

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

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

High-Dose Intravenous Immunoglobulin as a Therapeutic Option for Deteriorating Patients With Coronavirus Disease 2019

(2020) Wei Cao et al.   Open Forum Infectious Diseases

Rapid identification of COVID-19 severity in CT scans through classification of deep features

(2020) Zekuan Yu et al.   Biomedical Engineering Online

Portable chest X-ray in coronavirus disease-19 (COVID-19): A pictorial review

(2020) Adam Jacobi et al.   CLINICAL IMAGING

Classification of COVID-19 patients from chest CT images using multi-objective differential evolution–based convolutional neural networks

(2020) Dilbag Singh et al.   EUROPEAN JOURNAL OF CLINICAL MICROBIOLOGY & INFECTIOUS DISEASES

Development of a Clinical Decision Support System for Severity Risk Prediction and Triage of COVID-19 Patients at Hospital Admission: an International Multicenter Study

(2020) Guangyao Wu et al.   EUROPEAN RESPIRATORY JOURNAL

Chest X-ray in new Coronavirus Disease 2019 (COVID-19) infection: findings and correlation with clinical outcome

(2020) Diletta Cozzi et al.   Radiologia Medica

Frequency and Distribution of Chest Radiographic Findings in Patients Positive for COVID-19

(2020) Ho Yuen Frank Wong et al.   RADIOLOGY

Clinical characteristics of COVID-19 in Saudi Arabia: A national retrospective study

(2020) Yousef M Alsofayan et al.   Journal of Infection and Public Health

Clinical utility of chest radiography for severe COVID-19

(2020) Terrence C. H. Hui et al.   Quantitative Imaging in Medicine and Surgery

Deep Learning-Based Decision-Tree Classifier for COVID-19 Diagnosis From Chest X-ray Imaging

(2020) Seung Hoon Yoo et al.   Frontiers in Medicine

Chest x-ray findings and temporal lung changes in patients with COVID-19 pneumonia

(2020) Liqa A. Rousan et al.   BMC Pulmonary Medicine

The Age-Related Risk of Severe Outcomes Due to COVID-19 Infection: A Rapid Review, Meta-Analysis, and Meta-Regression

(2020) Karla Romero Starke et al.   International Journal of Environmental Research and Public Health

Sex differences in severity and mortality from COVID-19: are males more vulnerable?

(2020) Ajay Pradhan et al.   Biology of Sex Differences

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

Association of Red Blood Cell Distribution Width With Mortality Risk in Hospitalized Adults With SARS-CoV-2 Infection

(2020) Brody H. Foy et al.   JAMA Network Open

An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics

(2013) Victoria López et al.   INFORMATION SCIENCES