A Machine Learning Approach to Predicting Dyspnea with Noninvasive Biomarkers
Karapet G. Mkrtchyan, Anser Qazi, Borena Lonh, Andrew Dong, Gustavo O. Ramirez, Mona Eskandari, Shujie Ma, Wei Vivian Li, Erica C. Heinrich
This study uses machine learning to predict dyspnea using noninvasive biomarkers, achieving higher accuracy than observational estimates in a healthy population.
Respiratory Physiology & Neurobiology · Apr 12, 2026Peer-reviewedPhysiology