Assessing Lung Ventilation and Bronchodilator Response in Asthma and Chronic Obstructive Pulmonary Disease with 19F MRI

Medicine, Respiratory System, Medical Imaging,
19F MRI   lung ventilation   bronchodilator response   asthma   chronic obstructive pulmonary disease  

Academic Background and Problem Statement Respiratory diseases impose a significant burden on healthcare systems globally. Although existing pulmonary function tests (such as conventional spirometry) aid in disease diagnosis and monitoring, these methods are relatively insensitive in detecting early-stage diseases and cannot provide information on ...

Asthma Prediction via Affinity Graph Enhanced Classifier: A Machine Learning Approach Based on Routine Blood Biomarkers

Information Science, Computer Science, Artificial Intelligence, Medicine, Respiratory System, Medical Laboratory Science,
asthma prediction   asthma   affinity graph   feature selection   machine learning  

Asthma Prediction Enhanced by Affinity Graph-Based Classifier: A Machine Learning Approach Using Routine Blood Biomarkers Background Asthma is a chronic respiratory disease that affects approximately 235 million people worldwide. According to the World Health Organization (WHO), the main characteristic of asthma is airway inflammation, leading to s...