1. Integration with Machine Learning: Combining rule-based systems with machine learning can enhance their adaptability and accuracy. 2. Regular Updates: Periodically reviewing and updating rules based on new evidence ensures they remain relevant. 3. User Feedback: Incorporating feedback from healthcare professionals can help in refining and improving the rules. 4. Validation: Regular validation against independent datasets can help in assessing the performance and reliability of the system.