Personalized prediction of daily eczema severity scores using a mechanistic machine learning model.
Guillem HuraultElisa Domínguez-HüttingerSinéad M LanganHywel C WilliamsReiko J TanakaPublished in: Clinical and experimental allergy : journal of the British Society for Allergy and Clinical Immunology (2020)
Our proof of principle model successfully predicted the daily evolution of AD severity scores at an individual level and could inform the design of personalized treatment strategies that can be tested in future studies. Our model-based approach can be applied to other diseases with apparent unpredictability and large variation in symptoms and treatment responses such as asthma.