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ResearchFormerly WizWand

LVEF < 40% prediction on MIMIC High Uncertainty (test)

76.8Balanced AccuracyECG-CLIP
50.59257.39664.271.004Sep 30, 2025
Updated 8mo ago

Evaluation results

MethodLinks
ECG-CLIPProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.0976.8
MEDBindProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.0976.7
ECHOINGECGProbabilistic=true, Protocol=Few-shot, Training Data=100%2025.0973.4
MEDBindProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.0972.8
ECG-FMPProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.0969
ECG-FMMProbabilistic=false, Protocol=Few-shot, Training Data=100%2025.0964.5
ECHOINGECGProbabilistic=true, Protocol=Few-shot, Training Data=10%2025.0964.2
ECG-CLIPProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.0962.8
ECG-FMPProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.0958.8
ECHOINGECGProbabilistic=true, Protocol=Zero-shot2025.0958.1
ECG-FMMProbabilistic=false, Protocol=Few-shot, Training Data=10%2025.0951.6