Bayesian neural networks match or exceed frequentist performance on SHD classification from the EchoNext dataset while providing more robust uncertainty estimates for clinical triage.
Echonext-mini: A dataset and baseline ai model for detecting structural heart disease from electrocardiograms
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Uncertainty-aware classification and triage of structural heart disease using electrocardiography and echocardiography metrics
Bayesian neural networks match or exceed frequentist performance on SHD classification from the EchoNext dataset while providing more robust uncertainty estimates for clinical triage.