Ontology-guided machine learning outperforms zero-shot foundation models for cardiac ultrasound text reports.

Subramaniam S, Rizvi S, Ramesh R, Sehgal V, Gurusamy B, Arif H, Tran J, Thamman R, Anyanwu EC, Mastouri R, Mackensen GB, Arnaout R