Development of data processing algorithm to calculate adherence for adults with cystic fibrosis using inhaled therapy - a multi-center observational study within the CFHealthHub learning health system.

Robert David SandlerLana LaiSophie DawsonSarah CameronAoife LynamMatthew SperrinZhe Hui HooMartin J Wildman

Published in: Expert review of pharmacoeconomics & outcomes research (2024)

The algorithm demonstrated strong agreement with the participant-clinician consensus, enhancing confidence in CFHealthHub data. Publishingdata processing methods can encourage trust in digital endpoints and serve as an exemplar for other projects.

Keyphrases

machine learning
electronic health record
deep learning
big data
neural network
quality improvement
type diabetes
data analysis
metabolic syndrome
health information
bone marrow
skeletal muscle
insulin resistance
replacement therapy