Evidence map›Paper›PMID 40139860›Full record

ArticleJACC. Basic to translational science2025

AI-Enabled Smartwatch ECG: A Feasibility Study for Early Prediction and Prevention of Heart Failure Rehospitalization.

Hak Seung Lee, Sora Kang, Yong-Yeon Jo, Jeong Min Son, Min Sung Lee, Joon-Myoung Kwon, Kyung-Hee Kim

Registry-linked trialAbstract read
In one paragraph

Article in JACC. Basic to translational science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07163767 (Acute Myocardial Infarction Prediction Using Artificial Intelligence Applied to Electrocardiogram Images), which is not on this map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT07163767 active not recruitingnot on this map

Acute Myocardial Infarction Prediction Using Artificial Intelligence Applied to Electrocardiogram Images

TypeobservationalSponsorGuangdong Provincial People's HospitalRan2025 to 2028Enrolled150,000ConditionsAcute Myocardial Infarction (AMI), Electrocardiography, Artifical IntelligenceArmsDeep learning approach of ECG for AMI detection
3 · Its place in the literature

Who cites it

9 citing papers in PubMed.

  1. Article
  2. Pillars of Peer Review.JACC. Basic to translational science · 2026
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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

7 authors.

Hak Seung LeeArtificial Intelligence and Big Data Research Center, Sejong Medical Research Institute, Bucheon, South Korea; Medical AI Co, Ltd Seoul, South Korea.
Sora KangArtificial Intelligence and Big Data Research Center, Sejong Medical Research Institute, Bucheon, South Korea; Medical AI Co, Ltd Seoul, South Korea.
Yong-Yeon JoArtificial Intelligence and Big Data Research Center, Sejong Medical Research Institute, Bucheon, South Korea; Medical AI Co, Ltd Seoul, South Korea.
Jeong Min SonArtificial Intelligence and Big Data Research Center, Sejong Medical Research Institute, Bucheon, South Korea; Medical AI Co, Ltd Seoul, South Korea.
Min Sung LeeArtificial Intelligence and Big Data Research Center, Sejong Medical Research Institute, Bucheon, South Korea; Medical AI Co, Ltd Seoul, South Korea.
Joon-Myoung KwonArtificial Intelligence and Big Data Research Center, Sejong Medical Research Institute, Bucheon, South Korea; Medical AI Co, Ltd Seoul, South Korea.
Kyung-Hee KimDivision of Cardiology, Department of Internal Medicine, Incheon Sejong Hospital, Cardiovascular Center, Incheon, South Korea. Electronic address: learnbyliving9@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID40139860
PMCPMC12013831

What OpenQuestion holds

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Registered trials

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 OpenQuestion graph.