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

Abstract Big data can revolutionize research and quality improvement for cardiac ultrasound. Text reports are a critical part of such analyses. Cardiac ultrasound reports include structured and free text and vary across institutions, hampering attempts to mine text for useful insights. Natural langu...

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Prif Awduron:	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
Fformat:	Artigo
Iaith:	Inglês
Cyhoeddwyd:	Nature Portfolio 2025-02-01
Cyfres:	Scientific Reports
Pynciau:	Natural language processing Machine learning Large language models Echocardiography report Ontology
Mynediad Ar-lein:	https://doi.org/10.1038/s41598-024-83540-y
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