Cells contain a wealth of information about health and disease, but extracting that data reliably from microscope images remains a major challenge. Many important differences between healthy and diseased cells are too subtle to detect visually, while existing artificial intelligence (AI) tools that can identify such patterns often operate as "black boxes," making their decisions hard to interpret.