Evidence map›Paper›PMID 42504433›Full record

ArticlePhysiological measurement2026

ECG-image-database: large-scale paired ECG images and time-series with real-world artifacts; a foundation for computerized ECG digitization and analysis.

Matthew A Reyna, Deepanshi, Audrey T Weigle, Zuzana Koscova, Kiersten Campbell, Kshama Kodthalu Shivashankara, Soheil Saghafi, Sepideh Nikookar, Mohsen Motie-Shirazi, Yashar Kiarashi and 7 more

Abstract read
In one paragraph

Article in Physiological measurement, 2026. 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
0cells of the map it votes in
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

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.

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

5 · Who and what money

Authors and funding

17 authors.

Matthew A ReynaDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.ORCID 0000-0003-4688-7965
DeepanshiDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.ORCID 0000-0001-5210-0722
Audrey T WeigleDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.ORCID 0000-0001-9995-4266
Zuzana KoscovaDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.ORCID 0009-0000-3471-6996
Kiersten CampbellDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.ORCID 0009-0003-3856-1540
Kshama Kodthalu ShivashankaraSchool of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA 30332, United States of America.
Soheil SaghafiDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.ORCID 0000-0002-3676-5027
Sepideh NikookarDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.ORCID 0000-0003-0181-3567
Mohsen Motie-ShiraziDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.ORCID 0000-0002-0168-0330
Yashar KiarashiDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.ORCID 0009-0004-4903-6298
Salman SeyediDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.
Mohammadsina HassanniaDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.ORCID 0009-0004-9694-6673
Agnar M BjørnstadMedical Technology & E-health, Akershus University Hospital, 1478 Lørenskog, Norway.ORCID 0009-0005-4207-6278
Elias StenhedeMedical Technology & E-health, Akershus University Hospital, 1478 Lørenskog, Norway.ORCID 0009-0005-2654-4553
Arian RanjbarMedical Technology & E-health, Akershus University Hospital, 1478 Lørenskog, Norway.ORCID 0000-0002-0422-2255
Gari D CliffordDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.ORCID 0000-0002-5709-201X
Reza SameniDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, United States of America.ORCID 0000-0003-4913-6825

Funding

Research Resource for Complex Physiologic SignalsR01EB030362 · NIBIB · BETH ISRAEL DEACONESS MEDICAL CENTER · PI GOLDBERGER, ARY LOUIS · 2020 to 2025
$5.8M
NIBIB NIH HHS R01 EB030362
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ArtifactsDatabases, FactualElectrocardiographyImage Processing, Computer-AssistedSignal Processing, Computer-AssistedHumansTime FactorsECG diagnosisECG imageelectrocardiogramimage digitizationpublic database

Identifiers

PMID42504433
PMCPMC13402943

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.