Applying Machine Learning Models Derived from Administrative Claims Data to Predict Medication Non-Adherence in Patients Self-Administering Biologic Medications for Inflammatory Bowel Disease

Adherence to self-administered biologic therapies is important to induce remission and prevent adverse clinical outcomes in Inflammatory bowel disease (IBD). This study aimed to use administrative claims data and machine learning methods to predict nonadherence in an academic medical center test population.