Advanced Medical Image Analysis Pipeline

Create a comprehensive medical imaging analysis framework that integrates deep learning models for automated diagnostic feature extraction across multiple imaging modalities (MRI, CT, X-Ray). Develop a transfer learning approach that can generalize diagnostic insights across different medical imaging technologies with minimal manual intervention. Include robust error detection mechanisms, confidence scoring, and a methodology for handling edge cases in medical image interpretation.