Deep Learning for Synthetic Postcontrast T1-Weighted MRI: A Systematic Review With Targeted Meta-Analysis of Brain Tumor Studies

Limited rates of reader studies and external validation represent key barriers to clinical translation of DL-based postcontrast MRI synthesis. Standardized evaluation workflows incorporating whole-image metrics, pathology-specific assessment, and reader studies are essential before these techniques can be translated into clinical practice.