BACKGROUND. Endoscopy-based disease severity assessment in Inflammatory Bowel Disease (IBD) clinical trials is typically done using human-read scoring systems such as the Mayo Endoscopic Score (MES) or Ulcerative Colitis Endoscopic Index of Severity (UCEIS)…