Korean Circ J.  2023 Nov;53(11):772-774. 10.4070/kcj.2023.0231.

Artificial Intelligence-enhanced Electrocardiogram for Atrial Fibrillation in Embolic Stroke With Undetermined Source: Heroic Detective or Overfitting Alarm?

• Baek YS

• KMID: 2548239
• DOI: http://doi.org/10.4070/kcj.2023.0231

Reference

1. Ntaios G. Embolic stroke of undetermined source: JACC review topic of the week. J Am Coll Cardiol. 2020; 75:333–340. PMID: 31976872.

2. Freedman B, Kamel H, Van Gelder IC, Schnabel RB. Atrial fibrillation: villain or bystander in vascular brain injury. Eur Heart J Suppl. 2020; 22:M51–M59. PMID: 33664640.

3. Jeon KH, Jang JH, Kang S, et al. Identifying atrial fibrillation with sinus rhythm electrocardiogram in embolic stroke of undetermined source: a validation study with insertable cardiac monitors. Korean Circ J. 2023; 53:758–771.

4. Hart RG, Sharma M, Mundl H, et al. Rivaroxaban for stroke prevention after embolic stroke of undetermined source. N Engl J Med. 2018; 378:2191–2201. PMID: 29766772.

5. Diener HC, Sacco RL, Easton JD, et al. Dabigatran for prevention of stroke after embolic stroke of undetermined source. N Engl J Med. 2019; 380:1906–1917. PMID: 31091372.

6. Schwamm LH, Kamel H, Granger CB, et al. Predictors of atrial fibrillation in patients with stroke attributed to large- or small-vessel disease: a prespecified secondary analysis of the STROKE AF randomized clinical trial. JAMA Neurol. 2023; 80:99–103. PMID: 36374508.

7. Attia ZI, Noseworthy PA, Lopez-Jimenez F, et al. An artificial intelligence-enabled ECG algorithm for the identification of patients with atrial fibrillation during sinus rhythm: a retrospective analysis of outcome prediction. Lancet. 2019; 394:861–867. PMID: 31378392.

8. Baek YS, Lee SC, Choi W, Kim DH. A new deep learning algorithm of 12-lead electrocardiogram for identifying atrial fibrillation during sinus rhythm. Sci Rep. 2021; 11:12818. PMID: 34140578.

9. Noseworthy PA, Attia ZI, Behnken EM, et al. Artificial intelligence-guided screening for atrial fibrillation using electrocardiogram during sinus rhythm: a prospective non-randomised interventional trial. Lancet. 2022; 400:1206–1212. PMID: 36179758.

10. Nakamura T, Aiba T, Shimizu W, Furukawa T, Sasano T. Prediction of the presence of ventricular fibrillation from a Brugada electrocardiogram using artificial intelligence. Circ J. 2023; 87:1007–1014. PMID: 36372400.