Exacerbations in Chronic Obstructive Pulmonary Disease: Identification and Prediction Using a Digital Health System

Syed Ahmar Shah   ^{1, 2} , DPhil (Oxon) ;   Carmelo Velardo   ² , PhD ;   Andrew Farmer   ³ , DM ;   Lionel Tarassenko   ² , DPhil (Oxon)

¹ Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, GB

² Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, GB

³ Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, GB