Uncovering Clinical Risk Factors and Predicting Severe COVID-19 Cases Using UK Biobank Data: Machine Learning Approach
Published 2021 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Uncovering Clinical Risk Factors and Predicting Severe COVID-19 Cases Using UK Biobank Data: Machine Learning Approach
Authors
Keywords
-
Journal
JMIR Public Health and Surveillance
Volume 7, Issue 9, Pages e29544
Publisher
JMIR Publications Inc.
Online
2021-10-01
DOI
10.2196/29544
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Two novel nomograms for predicting the risk of hospitalization or mortality due to COVID‐19 by the naïve Bayesian classifier method
- (2021) Eda Karaismailoglu et al. JOURNAL OF MEDICAL VIROLOGY
- BNT162b2 mRNA Covid-19 Vaccine in a Nationwide Mass Vaccination Setting
- (2021) Noa Dagan et al. NEW ENGLAND JOURNAL OF MEDICINE
- SARS2 simplified scores to estimate risk of hospitalization and death among patients with COVID-19
- (2021) Hesam Dashti et al. Scientific Reports
- Prediction and Feature Importance Analysis for Severity of COVID-19 in South Korea Using Artificial Intelligence: Model Development and Validation
- (2021) Heewon Chung et al. JOURNAL OF MEDICAL INTERNET RESEARCH
- 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
- Impact and effectiveness of mRNA BNT162b2 vaccine against SARS-CoV-2 infections and COVID-19 cases, hospitalisations, and deaths following a nationwide vaccination campaign in Israel: an observational study using national surveillance data
- (2021) Eric J Haas et al. LANCET
- Correction: Multimorbidity, polypharmacy, and COVID-19 infection within the UK Biobank cohort
- (2021) Ross McQueenie et al. PLoS One
- Risk factors for severity of COVID-19: a rapid review to inform vaccine prioritisation in Canada
- (2021) Aireen Wingert et al. BMJ Open
- Effectiveness of the Pfizer-BioNTech and Oxford-AstraZeneca vaccines on covid-19 related symptoms, hospital admissions, and mortality in older adults in England: test negative case-control study
- (2021) Jamie Lopez Bernal et al. BMJ-British Medical Journal
- Effectiveness of Pfizer-BioNTech and Moderna Vaccines Against COVID-19 Among Hospitalized Adults Aged ≥65 Years — United States, January–March 2021
- (2021) Mark W. Tenforde et al. MMWR-MORBIDITY AND MORTALITY WEEKLY REPORT
- Comparing machine learning algorithms for predicting ICU admission and mortality in COVID-19
- (2021) Sonu Subudhi et al. npj Digital Medicine
- Clinical Characteristics of Coronavirus Disease 2019 in China
- (2020) Wei-jie Guan et al. NEW ENGLAND JOURNAL OF MEDICINE
- Early Transmission Dynamics in Wuhan, China, of Novel Coronavirus–Infected Pneumonia
- (2020) Qun Li et al. NEW ENGLAND JOURNAL OF MEDICINE
- Hematological findings and complications of COVID ‐19
- (2020) Evangelos Terpos et al. AMERICAN JOURNAL OF HEMATOLOGY
- Androgen-deprivation therapies for prostate cancer and risk of infection by SARS-CoV-2: a population-based study (n=4532)
- (2020) M. Montopoli et al. ANNALS OF ONCOLOGY
- Lifestyle risk factors, inflammatory mechanisms, and COVID-19 hospitalization: A community-based cohort study of 387,109 adults in UK
- (2020) Mark Hamer et al. BRAIN BEHAVIOR AND IMMUNITY
- Diabetes and COVID-19: evidence, current status and unanswered research questions
- (2020) Ritesh Gupta et al. EUROPEAN JOURNAL OF CLINICAL NUTRITION
- Risk factors for SARS-CoV-2 among patients in the Oxford Royal College of General Practitioners Research and Surveillance Centre primary care network: a cross-sectional study
- (2020) Simon de Lusignan et al. LANCET INFECTIOUS DISEASES
- Prediction models for diagnosis and prognosis of covid-19: systematic review and critical appraisal
- (2020) Laure Wynants et al. BMJ-British Medical Journal
- Obesity and risk of COVID-19: analysis of UK biobank
- (2020) Thomas Yates et al. Primary Care Diabetes
- A SARS-CoV-2 Prediction Model from Standard Laboratory Tests
- (2020) Vafa Bayat et al. CLINICAL INFECTIOUS DISEASES
- Obesity and diabetes as high‐risk factors for severe coronavirus disease 2019 ( Covid ‐19)
- (2020) Yue Zhou et al. DIABETES-METABOLISM RESEARCH AND REVIEWS
- Impact of renal function on admission in COVID-19 patients: an analysis of the international HOPE COVID-19 (Health Outcome Predictive Evaluation for COVID 19) Registry
- (2020) Aitor Uribarri et al. JOURNAL OF NEPHROLOGY
- Preexisting Comorbidities Predicting COVID-19 and Mortality in the UK Biobank Community Cohort
- (2020) Janice L Atkins et al. JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES
- Factors associated with COVID-19-related death using OpenSAFELY
- (2020) Elizabeth J. Williamson et al. NATURE
- Common cardiovascular risk factors and in-hospital mortality in 3,894 patients with COVID-19: survival analysis and machine learning-based findings from the multicentre Italian CORIST Study
- (2020) Augusto Di Castelnuovo et al. NUTRITION METABOLISM AND CARDIOVASCULAR DISEASES
- Overweight, obesity, and risk of hospitalization for COVID-19: A community-based cohort study of adults in the United Kingdom
- (2020) Mark Hamer et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
- A brief-review of the risk factors for covid-19 severity
- (2020) J. E. Rod et al. REVISTA DE SAUDE PUBLICA
- Worse progression of COVID‐19 in men: Is testosterone a key factor?
- (2020) Vito A. Giagulli et al. Andrology
- COVID-19 in people with diabetes: understanding the reasons for worse outcomes
- (2020) Matteo Apicella et al. Lancet Diabetes & Endocrinology
- Red Blood Cell Distribution Is a Significant Predictor of Severe Illness in Coronavirus Disease 2019
- (2020) Giuseppe Lippi et al. ACTA HAEMATOLOGICA
- Risk factors for Covid-19 severity and fatality: a structured literature review
- (2020) Dominik Wolff et al. INFECTION
- SARS-CoV-2 detection, viral load and infectivity over the course of an infection
- (2020) Kieran A. Walsh et al. JOURNAL OF INFECTION
- Machine Learning to Predict Mortality and Critical Events in COVID-19 Positive New York City Patients: A Cohort Study (Preprint)
- (2020) Akhil Vaid et al. JOURNAL OF MEDICAL INTERNET RESEARCH
- Individuals with obesity and COVID‐19: A global perspective on the epidemiology and biological relationships
- (2020) Barry M. Popkin et al. Obesity Reviews
- 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
- Living risk prediction algorithm (QCOVID) for risk of hospital admission and mortality from coronavirus 19 in adults: national derivation and validation cohort study
- (2020) Ash K Clift et al. BMJ-British Medical Journal
- 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
- Comorbidities associated with mortality in 31,461 adults with COVID-19 in the United States: A federated electronic medical record analysis
- (2020) Stephanie L. Harrison et al. PLOS MEDICINE
- Risk factors of the severity of COVID‐19: A meta‐analysis
- (2020) Abdur Rahman et al. INTERNATIONAL JOURNAL OF CLINICAL PRACTICE
- Genetic mechanisms of critical illness in Covid-19
- (2020) Erola Pairo-Castineira et al. NATURE
- Severe COVID-19 Illness: Risk Factors and Its Burden on Critical Care Resources
- (2020) Kyongsik Yun et al. Frontiers in Medicine
- Reflection on modern methods: Revisiting the area under the ROC Curve
- (2019) A Cecile J W Janssens et al. INTERNATIONAL JOURNAL OF EPIDEMIOLOGY
- Model selection and overfitting
- (2016) Jake Lever et al. NATURE METHODS
- Assessing calibration of prognostic risk scores
- (2016) Cynthia S Crowson et al. STATISTICAL METHODS IN MEDICAL RESEARCH
- Tests of calibration and goodness-of-fit in the survival setting
- (2015) Olga V. Demler et al. STATISTICS IN MEDICINE
- UK Biobank: An Open Access Resource for Identifying the Causes of a Wide Range of Complex Diseases of Middle and Old Age
- (2015) Cathie Sudlow et al. PLOS MEDICINE
- Comparison of Random Forest and Parametric Imputation Models for Imputing Missing Data Using MICE: A CALIBER Study
- (2014) Anoop D. Shah et al. AMERICAN JOURNAL OF EPIDEMIOLOGY
- Towards better clinical prediction models: seven steps for development and an ABCD for validation
- (2014) E. W. Steyerberg et al. EUROPEAN HEART JOURNAL
- Imputation of missing data in life-history trait datasets: which approach performs the best?
- (2014) Caterina Penone et al. Methods in Ecology and Evolution
- Update on Cystatin C: Incorporation Into Clinical Practice
- (2013) Michael G. Shlipak et al. AMERICAN JOURNAL OF KIDNEY DISEASES
- Comparison of imputation methods for missing laboratory data in medicine
- (2013) Akbar K Waljee et al. BMJ Open
- MissForest--non-parametric missing value imputation for mixed-type data
- (2011) D. J. Stekhoven et al. BIOINFORMATICS
- Permutation importance: a corrected feature importance measure
- (2010) André Altmann et al. BIOINFORMATICS
- A Framework for Feature Selection in Clustering
- (2010) Daniela M. Witten et al. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION
Find Funding. Review Successful Grants.
Explore over 25,000 new funding opportunities and over 6,000,000 successful grants.
ExploreAsk a Question. Answer a Question.
Quickly pose questions to the entire community. Debate answers and get clarity on the most important issues facing researchers.
Get Started