Weakly supervised MIL with foundation models enables robust five-grade Nancy index prediction and neutrophilic activity assessment from slide-level labels in multicenter UC biopsies.
Gastroenterology164(7), 1180–1188.e2 (Jun 2023)
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Weakly Supervised Multicenter Nancy Index Scoring in Ulcerative Colitis Using Foundation Models
Weakly supervised MIL with foundation models enables robust five-grade Nancy index prediction and neutrophilic activity assessment from slide-level labels in multicenter UC biopsies.