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Powerful Medical
19. September 2025

Can AI Outperform Doctors in ECG Interpretation? (RCEM Learning Podcast, by Dr. Andy Neill and Dr. Dave McCreary)

Smartphone displaying RCEM Learning podcast episode “September 2025” featuring discussion of PMcardio’s Queen of Hearts™ AI outperforming doctors in ECG interpretation

About the Podcast

RCEM Learning Podcast is produced by the Royal College of Emergency Medicine, bringing evidence-based discussions, case reviews, and critical updates to frontline emergency clinicians. Each episode features practicing emergency physicians sharing perspectives on research and clinical practice.

Summary of the Episode

In this episode, hosts Dr. Andy Neill and Dr. Dave McCreary review a recent study published in the American Journal of Emergency Medicine comparing physicians with PMcardio Queen of Hearts™ AI for cath lab activation decisions.

  • The study tested 18 ECGs: 8 STEMI equivalents, 8 STEMI mimics, 1 STEMI, and 1 normal ECG.
  • Results showed emergency physicians and cardiologists both averaged ~65% accuracy, while the AI achieved ~89% accuracy.
  • Humans struggled most with transient STEMI, hyperacute T-waves, de Winter’s pattern, and left bundle branch block, whereas the AI consistently identified these with far greater accuracy.
  • The discussion highlighted how AI may reduce missed occlusions and unnecessary cath lab calls — but also raised important questions about over-reliance, medical education, and future training priorities for emergency physicians

“Docs are only about two thirds accurate on the toughest ECGs. Queen of Hearts nails close to 90 percent — meaning fewer missed heart attacks and fewer unnecessary cath lab calls.”
— Dr. Dave McCreary, RCEM Learning

🎧 Listen to the episode: Official page | Spotify | Apple Podcasts

Powerful Medical

Powerful Medical leads one of the most important shifts in modern medicine by augmenting human-made clinical decisions with artificial intelligence. Our primary focus is on cardiovascular diseases, the world’s leading cause of death.
Powerful Medical leads one of the most important shifts in modern medicine by augmenting human-made clinical decisions with artificial intelligence. Our primary focus is on cardiovascular diseases, the world’s leading cause of death.
About PMcardio:

PMcardio is a CE-certified AI that reads ECGs and offers a complex assessment of 49 cardiac conditions. Clinically validated in 15+ studies and trusted by over 100,000 clinicians, it delivers rapid, expert‑level interpretations, empowering emergency physicians, GPs, nurses, paramedics, and cardiologists to act with confidence at the point of care. Available for Individuals and Organizations.

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