openalexScientific Reports2026-07-26
Automated assessment of the ulcerative colitis endoscopic index of severity using a multi-task deep learning model
Bing Lv, Qiang Zheng, Xinxin Li, Tao Tao, Jianmin Wu, Yanting Shi
Assessment of the Ulcerative Colitis Endoscopic Index of Severity (UCEIS) is limited by subjectivity and interobserver variability. We developed UC-MTLNet, a multi-task deep learning model to predict UCEIS descriptors, total score, endoscopic remission, and severity strata. This…