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G. Balakrishnan

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Open access Oct 2026

Algorithmic Guardrails for Echocardiography AI

Background Automated echocardiography analysis using artificial intelligence (AI) currently lacks effective guardrails or oversight mechanisms to ensure its safe and reliable deployment. Objectives This study investigated whether deep feature representations can identify echocardiograms at risk of misinterpretation by...

Krish Kabra, Sadeer G. Al-Kindi, G. Balakrishnan · 0 citations

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