What’s the best way to leverage 31 million days of ECG data?

Smartwatches with pulse-plethysmography sensors capable of detecting irregular rhythms, potentially atrial fibrillation (AF), are increasingly common. Their sensitivity for AF detection in different populations is unknown. If ambulatory ECG monitoring were to be offered to all individuals with notifications this would generate vast amounts of ECG data to analyse. This perspective discusses smartwatch sensitivity for actionable AF, resource utilization to optimize stroke prevention, and suggests alternate ways to manage notifications.

Authors

Institutions

Publication Details

Journal
npj Cardiovascular Health
Published
2025-11-28
DOI
https://doi.org/10.1038/s44325-025-00097-z
Primary Topic
Non-Invasive Vital Sign Monitoring
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

What’s the best way to leverage 31 million days of ECG data?

Linda Johnson, Sanjeev P. Bhavnani, Jeff S. Healey, Søren Zöga Diederichsen et al.
npj Cardiovascular Health
Non-Invasive Vital Sign Monitoring
article

What’s the best way to leverage 31 million days of ECG data?

Linda Johnson, Sanjeev P. Bhavnani, Jeff S. Healey, Søren Zöga Diederichsen, William F. McIntyre, Emma Svennberg
article en

Abstract

Smartwatches with pulse-plethysmography sensors capable of detecting irregular rhythms, potentially atrial fibrillation (AF), are increasingly common. Their sensitivity for AF detection in different populations is unknown. If ambulatory ECG monitoring were to be offered to all individuals with notifications this would generate vast amounts of ECG data to analyse. This perspective discusses smartwatch sensitivity for actionable AF, resource utilization to optimize stroke prevention, and suggests alternate ways to manage notifications.

npj Cardiovascular HealthVol. 2(1)
Karolinska University Hospital (SE), Lund University (SE), Copenhagen University Hospital (DK), Rigshospitalet (DK), Population Health Research Institute (CA), Karolinska Institutet (SE), Scripps Clinic (US), McMaster University (CA)
Heart and Stroke Foundation of Canada, Lunds Universitet, Stockholms Läns Landsting, Vetenskapsrådet, Center for Innovative Medicine
Openalex Percentile: Top 64%
Non-Invasive Vital Sign Monitoring
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

What’s the best way to leverage 31 million days of ECG data? — Linda Johnson, Sanjeev P. Bhavnani, et al. · npj Cardiovascular Health (2025) | TGRS Research Map | TGRS