What question did this study set out to answer?

The aim is to explore the application of causal AI in understanding cardiac arrhythmias and addressing implementation challenges.

April 10, 2026Open Access

Causal AI in Cardiac Arrhythmia: From Pattern Recognition to Mechanistic Insight

The aim is to explore the application of causal AI in understanding cardiac arrhythmias and addressing implementation challenges.
Investigated data for pattern recognition techniques

Intervention

Causal AI

Causal AI has potential in cardiac arrhythmia but faces significant implementation barriers including data heterogeneity and regulatory constraints.

Despite this potential, clinical implementation remains limited due to data heterogeneity, validation challenges, and regulatory constraints.

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Bara Abubaha

Samia Ammar Aldwaik

Sarah Saife

Clinical Cardiology

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