Reimagining atrial fibrillation screening beyond age-based thresholds using AI

Atrial fibrillation (AF) affects over 50 million people worldwide and carries substantial downstream morbidity, mortality, and cost. Yet many contemporary screening programs rely primarily on age thresholds—an approach that is operationally simple but can be imprecise for identifying near-term risk. AI applied to handheld single-lead ECGs can predict incident AF with accuracy similar to established clinical risk scores, but real-world deployment remains limited by signal noise, workflow complexity, and unclear risk thresholds.

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Publication Details

Journal
npj Digital Medicine
Published
2026-03-26
DOI
https://doi.org/10.1038/s41746-026-02485-w
Primary Topic
Atrial Fibrillation Management and Outcomes
Type
article
Field-Weighted Citation Impact
0.00
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article

Reimagining atrial fibrillation screening beyond age-based thresholds using AI

Arjun Mahajan, Tara P. Menon, Dylan Powell
npj Digital Medicine
Atrial Fibrillation Management and Outcomes
article

Reimagining atrial fibrillation screening beyond age-based thresholds using AI

Arjun Mahajan, Tara P. Menon, Dylan Powell
article en

Abstract

Atrial fibrillation (AF) affects over 50 million people worldwide and carries substantial downstream morbidity, mortality, and cost. Yet many contemporary screening programs rely primarily on age thresholds—an approach that is operationally simple but can be imprecise for identifying near-term risk. AI applied to handheld single-lead ECGs can predict incident AF with accuracy similar to established clinical risk scores, but real-world deployment remains limited by signal noise, workflow complexity, and unclear risk thresholds.

npj Digital Medicine
University of Stirling (GB), Harvard University (US), Carilion Clinic (US), Virginia Tech (US)
Openalex Percentile: Top 17%
Atrial Fibrillation Management and Outcomes
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