What Challenges are Faced in Algorithm Validation?
Several challenges can complicate the validation process: - Data Quality and Availability: High-quality, annotated datasets are essential but often difficult to obtain. - Bias: Algorithms may be biased if the training data is not representative of the diverse population of neonates. - Regulatory Compliance: Ensuring that the algorithm meets regulatory standards can be complex and time-consuming. - Interoperability: Algorithms must be compatible with various electronic health record (EHR) systems and clinical workflows.
