Bayesian neural networks match or exceed frequentist performance on SHD classification from the EchoNext dataset while providing more robust uncertainty estimates for clinical triage.
Automation, machine learning, and artificial intelligence in echocardiography: A brave new world
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
q-bio.QM 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.