Kevin Shee, MD, PhD

This UCSF-validated AI digital pathology model predicts long-term prostate cancer outcomes after radical prostatectomy using routine H&E slides. The MMAI system independently forecasted metastasis, progression, and cancer-specific mortality, offering a faster, lower-cost alternative to genomic classifiers and supporting more precise post-surgical risk stratification.