Evidence map›Paper›PMID 39275619›Full record

ArticleSensors (Basel, Switzerland)2024

A Crowdsourced AI Framework for Atrial Fibrillation Detection in Apple Watch and Kardia Mobile ECGs.

Ali Bahrami Rad, Miguel Kirsch, Qiao Li, Joel Xue, Reza Sameni, Dave Albert, Gari D Clifford

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Review
  3. Review
  4. Article
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.

Ali Bahrami RadDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, USA.ORCID 0000-0002-5654-4301
Miguel KirschAliveCor Inc., Mountain View, CA 94043, USA.
Qiao LiDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, USA.
Joel XueDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, USA.
Reza SameniDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, USA.ORCID 0000-0003-4913-6825
Dave AlbertAliveCor Inc., Mountain View, CA 94043, USA.
Gari D CliffordDepartment of Biomedical Informatics, Emory University, Atlanta, GA 30322, USA.ORCID 0000-0002-5709-201X

Funding

Research Resource for Complex Physiologic SignalsR01EB030362 · NIBIB · BETH ISRAEL DEACONESS MEDICAL CENTER · PI GOLDBERGER, ARY LOUIS · 2020 to 2025
$5.8M
AliveCor N/ANIBIB NIH HHS R01 EB030362NIH HHS R01EB030362
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

AlgorithmsAtrial FibrillationCrowdsourcingElectrocardiographyHumansWearable Electronic DevicesAIatrial fibrillationcomposite error–variability indexcross-dataset generalizationcrowdsourcingefficacyreliabilityvoting

Identifiers

PMID39275619
PMCPMC11398038

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.