Machine learning approaches to predicting medication nonadherence: a scoping review

• Published in: International journal of medical informatics (Shannon, Ireland) Vol. 204; p. 106082
• Main Authors: Rhudy, Christian, Johnson, Jacob, Perry, Courtney, Bumgardner, Cody, Wesley, Michael J., Fardo, David, Barrett, Terrence, Talbert, Jeffery
• Format: Journal Article
• Language: English
• Published: Ireland Elsevier B.V 01.12.2025
• Subjects: Machine learning; Medication adherence; Prediction algorithms; Medication adherence; Prediction algorithms; Machine learning

[Display omitted] Medication nonadherence is a common, preventable cause of adverse clinical outcomes. Predictive models identifying risk of nonadherence could enable proactive intervention. This scoping review aimed to describe relevant predictors, model training and evaluation processes, and how a...