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EchoGraph: A Specialized Solution for Automatic Echocardiography Report Quality Evaluation

2025-05-08 cardiovascular medicine Title + abstract only
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Generative AI needs automatic clinical text accuracy metrics, but none exist for echocardiography. To address this, we developed EchoGraph, a BERT-based model trained on 600 densely annotated echocardiography reports from the Mayo Clinic (2017), split 7:2:1 for training, validation, and testing, using a tailored schema with 48,256 entities and 29,731 relations annotated. Sixty random MIMIC-EchoNote reports were annotated (3,672 entities and 2,360 relations) for external validation. EchoGraph dem...

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