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

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