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ResearchFormerly WizWand

LVEF < 40% prediction on MIMIC All (test)

78.9Balanced AccuracyECHOINGECG
54.04460.49766.9573.403Sep 30, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ECHOINGECGProbabilistic=true, Protocol=Few-shot, Training Data=100%2025.0978.9
ECG-CLIPProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.0977.1
MEDBindProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.0976.2
ECG-FMPProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.0970.7
ECHOINGECGProbabilistic=true, Protocol=Few-shot, Training Data=10%2025.0969.3
MEDBindProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.0966.9
ECG-FMMProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.0966.8
ECG-CLIPProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.0964.5
ECHOINGECGProbabilistic=true, Protocol=Zero-shot2025.0963.2
ECG-FMPProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.0961.5
MEDBindProbabilistic=false, Protocol=Zero-shot2025.0957.5
ECG-CLIPProbabilistic=false, Protocol=Zero-shot2025.0956.3
ECG-FMMProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.0955