Suganya Subramaniam, Sara Rizvi, Ramya Ramesh, Vibhor Sehgal, Brinda Gurusamy, Hikmatullah Arif, Jeffrey Tran, Ritu Thamman, Emeka C Anyanwu, Ronald Mastouri, G. Burkhard Mackensen, Rima Arnaout. "Ontology-guided machine learning outperforms zero-shot foundation models for cardiac ultrasound text reports." Scientific Reports (2025). https://doi.org/10.1038/s41598-024-83540-y