Predicting atrial fibrillation and flutter using BEHRT and identifying multimorbidity patterns using BERTopic

The combination of BEHRT and BERTopic demonstrated the ability to predict atrial fibrillation and flutter based on multimorbid histories while identifying distinct sex-specific disease patterns. These findings underscore the potential for artificial intelligence to enhance personalized healthcare and optimize prevention and management strategies for chronic conditions.

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Publication Details

Journal
Frontiers in Digital Health
Published
2026-02-05
DOI
https://doi.org/10.3389/fdgth.2026.1722338
Primary Topic
Atrial Fibrillation Management and Outcomes
Type
article
Field-Weighted Citation Impact
0.00

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article

Predicting atrial fibrillation and flutter using BEHRT and identifying multimorbidity patterns using BERTopic

H K Kim, Samina Park, Yeonjae Kim, Sangeun Bae et al.
Frontiers in Digital Health
Atrial Fibrillation Management and Outcomes
article

Predicting atrial fibrillation and flutter using BEHRT and identifying multimorbidity patterns using BERTopic

H K Kim, Samina Park, Yeonjae Kim, Sangeun Bae, Bomi Park
article en

Abstract

The combination of BEHRT and BERTopic demonstrated the ability to predict atrial fibrillation and flutter based on multimorbid histories while identifying distinct sex-specific disease patterns. These findings underscore the potential for artificial intelligence to enhance personalized healthcare and optimize prevention and management strategies for chronic conditions.

Frontiers in Digital HealthVol. 8
Yonsei University (KR), Seoul National University Hospital (KR), Chung-Ang University (KR)
National Research Foundation, National Research Foundation of Korea, Ministry of Science and ICT, South Korea
Openalex Percentile: Top 67%
Atrial Fibrillation Management and Outcomes
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