Artificial Intelligence-Enhanced Electrocardiogram Models for Detection of Left Ventricular Dysfunction: A Comparison Study

Abstract excerpt

<h4>Background</h4> Several artificial intelligence-enhanced electrocardiogram (AI-ECG) models have shown promise in detecting left ventricular systolic dysfunction (LVSD), but their head-to-head agreement and performance have not been independently compared within the same cohort. <h4>Objectives</h4> To compare the performance of published AI-ECG models for LVSD detection in a standardized external cohort and e...

Topics

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• Algorithms
• Arrhythmias, Cardiac
• Artificial Intelligence
• Clinical Decision-Making
• Death, Sudden, Cardiac
• Genetic Testing
• Machine Learning
• Phenotype

Identifiers and source

Literature Corpus work

6c7f08cc-5e47-555f-a0c5-4359905a7a48

DOI

10.1101/2025.07.08.25331129