Machine learning for prediction of asthma exacerbations among asthmatic patients: a systematic review and meta-analysis

Exacerbation Profile and Risk Factors in a T2-Low Severe Asthma Population

(2022) P Jane McDowell et al.   AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE

Prevalence of Patients with Uncontrolled Asthma Despite NVL/GINA Step 4/5 Treatment in Germany

(2022) Karl-Christian Bergmann et al.   Journal of Asthma and Allergy

Application of Machine Learning Algorithms for Asthma Management with mHealth: A Clinical Review

(2022) Kevin CH Tsang et al.   Journal of Asthma and Allergy

Machine learning did not beat logistic regression in time series prediction for severe asthma exacerbations

(2022) Anne A. H. de Hond et al.   Scientific Reports

Novel machine learning can predict acute asthma exacerbation

(2021) Joe G. Zein et al.   CHEST

Forecasting Future Asthma Hospital Encounters of Patients With Asthma in an Academic Health Care System: Predictive Model Development and Secondary Analysis Study

(2021) Yao Tong et al.   JOURNAL OF MEDICAL INTERNET RESEARCH

Predicting asthma-related crisis events using routine electronic healthcare data

(2021) Michael Noble et al.   BRITISH JOURNAL OF GENERAL PRACTICE

Short-term exposure to nitrogen dioxide and mortality: A systematic review and meta-analysis

(2021) Mingrui Wang et al.   ENVIRONMENTAL RESEARCH

A systematic review of methodology used in the development of prediction models for future asthma exacerbation

(2020) Joshua Bridge et al.   BMC Medical Research Methodology

Asthma epidemiology and risk factors

(2020) Jessica Stern et al.   Seminars in Immunopathology

PROBAST: A Tool to Assess Risk of Bias and Applicability of Prediction Model Studies: Explanation and Elaboration

(2019) Karel G.M. Moons et al.   ANNALS OF INTERNAL MEDICINE

Prevalence, disease burden, and treatment reality of patients with severe, uncontrolled asthma in Japan

(2019) Hiroyuki Nagase et al.   ALLERGOLOGY INTERNATIONAL

Big Data and Machine Learning in Health Care

(2018) Andrew L. Beam et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Utilization and Costs of Severe Uncontrolled Asthma in a Managed-Care Setting

(2016) Robert S. Zeiger et al.   Journal of Allergy and Clinical Immunology-In Practice

Modern modelling techniques are data hungry: a simulation study for predicting dichotomous endpoints

(2015) Tjeerd van der Ploeg et al.   BMC Medical Research Methodology

Impact of Asthma Exacerbations and Asthma Triggers on Asthma-related Quality of Life in Patients with Severe or Difficult-to-Treat Asthma

(2014) Allan T. Luskin et al.   Journal of Allergy and Clinical Immunology-In Practice

Genome Wide Association Study to predict severe asthma exacerbations in children using random forests classifiers

(2011) Mousheng Xu et al.   BMC Medical Genetics

Definitions of asthma exacerbations

(2011) Rik JB Loymans et al.   Current Opinion in Allergy and Clinical Immunology

An Official American Thoracic Society/European Respiratory Society Statement: Asthma Control and Exacerbations

(2009) Helen K. Reddel et al.   AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE

Severe Exacerbations and Decline in Lung Function in Asthma

(2008) Paul M. O'Byrne et al.   AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE