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ResearchFormerly WizWand

LVEF < 40% Prediction on MIMIC Low Uncertainty (test)

84.4Balanced AccuracyECHOINGECG
57.3664.3871.478.42Sep 30, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ECHOINGECGProbabilistic=true, Protocol=Few-shot, Training Data=100%2025.0984.4
ECG-CLIPProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.0977.4
MEDBindProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.0975.7
ECHOINGECGProbabilistic=true, Protocol=Few-shot, Training Data=10%2025.0974.3
ECG-FMPProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.0972.4
ECG-FMMProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.0969.1
ECHOINGECGProbabilistic=true, Protocol=Zero-shot2025.0968.3
ECG-CLIPProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.0966.2
ECG-FMPProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.0964.2
MEDBindProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.0961
ECG-FMMProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.0958.4