Year: 2026
Type: conference-paper
Abstract: Clinical decision support systems that operate across multiple downstream care pathways must first determine which pathway or pathways are relevant for a given patient.We study this routing problem in gastrointestinal surveillance, where paired endoscopy and histopathology text reports may indicate multiple concurrent conditions and therefore require multilabel routing.In this context, standard hardlabel evaluation can be insufficient: a model may achieve reasonable overall performance while still excluding clinically important pathways when uncertain.
Authors: Agathe Zecevic, Sebastian Zeki, Angus Roberts
Language: English
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Open Access status: gold
OpenAlex ID: W7166816801