Applying Machine Learning Models Derived From Administrative Claims Data to Predict Medication Nonadherence in Patients Self-Administering Biologic Medications for Inflammatory Bowel Disease.
Christian RhudyCourtney L PerryMichael WesleyDavid FardoCody BumgardnerSyed HassanTerrence BarrettJeffery C TalbertPublished in: Crohn's & colitis 360 (2024)
Administrative claims-trained models were unable to predict biologic medication nonadherence in patients with IBD. Future research may benefit from datasets with enriched demographic and clinical data in training predictive models.
Keyphrases
- machine learning
- rheumatoid arthritis
- big data
- health insurance
- end stage renal disease
- electronic health record
- ejection fraction
- newly diagnosed
- healthcare
- prognostic factors
- adverse drug
- emergency department
- artificial intelligence
- resistance training
- deep learning
- data analysis
- patient reported outcomes
- patient reported