Evidence map›Paper›PMID 41767869›Full record

ArticleDigital health

eHealth tools in atrial fibrillation management: An ecological cross-sectional analysis and bibliometric review of research trends and knowledge gaps.

Xianxian Zhou, Shuang Zhang, Lin Hu, Liyi Liao, Zhangli Xie, Xuping Li

Abstract read
In one paragraph

Article in Digital health. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Xianxian ZhouDepartment of General Medicine, Yiyang Central Hospital, Yiyang City, China.ORCID https://orcid.org/0009-0007-6619-6543
Shuang ZhangDepartment of Cardiovascular Medicine, The Second Xiangya Hospital, Central South University, Changsha, China.
Lin HuDepartment of Electrocardiogram, The Second Xiangya Hospital, Central South University, Changsha, China.
Liyi LiaoDepartment of Cardiovascular Medicine, The Second Xiangya Hospital, Central South University, Changsha, China.
Zhangli XieDepartment of Cardiovascular Medicine, The Second Xiangya Hospital, Central South University, Changsha, China.
Xuping LiDepartment of Cardiovascular Medicine, The Second Xiangya Hospital, Central South University, Changsha, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Effective monitoring is essential for managing atrial fibrillation (AF), and eHealth tools present innovative solutions. However, a comprehensive summary of their application in AF management remains scarce. Objective: This study investigates the status, trends, and determinants of eHealth tool utilization in AF management. We utilize bibliometric methods to forecast patterns and assess correlations between economic indicators, network infrastructure, and advancements in this domain. Methods: We systematically searched the Web of Science Core Collection for articles on eHealth tools and AF, with a cutoff date of June 11, 2025. We employed bibliometric techniques to analyze publication metrics, including document count, contributing countries, institutions, and keywords, and used linear regression to examine the relationship between publication volume, per capita GDP, and network infrastructure. Results: Our search yielded 641 publications since 1998, reflecting significant growth in eHealth research for AF over the past decade across 83 countries and 1593 institutions. The United States, the United Kingdom, and Germany led in publication volume, primarily from high-income countries. A strong correlation was observed between publication numbers and per capita GDP and network infrastructure. Key authors and journals emerged, with common keywords such as "Mobile health" and "Digital health," indicating prominent research themes. Conclusions: This study highlights the increasing relevance of eHealth tools in AF management. Notable correlations with economic development and network infrastructure underscore their role in advancing eHealth applications, while emerging trends promise future research directions.

Indexed as

atrial fibrillationbibliometricseHealth toolmanagementmobile healthmobile phone

Identifiers

PMID41767869
PMCPMC12949319

What Socratic holds

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LicenceCC BY-NC
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.