Evidence map›Paper›PMID 39061675›Full record

ArticleDiagnostics (Basel, Switzerland)2024

Novel Domain Knowledge-Encoding Algorithm Enables Label-Efficient Deep Learning for Cardiac CT Segmentation to Guide Atrial Fibrillation Treatment in a Pilot Dataset.

Prasanth Ganesan, Ruibin Feng, Brototo Deb, Fleur V Y Tjong, Albert J Rogers, Samuel Ruipérez-Campillo, Sulaiman Somani, Paul Clopton, Tina Baykaner, Miguel Rodrigo and 4 more

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

14 authors.

Prasanth GanesanDepartment of Medicine and Stanford Cardiovascular Institute (CVI), Stanford University, Stanford, CA 94305, USA.ORCID 0000-0002-1885-0690
Ruibin FengDepartment of Medicine and Stanford Cardiovascular Institute (CVI), Stanford University, Stanford, CA 94305, USA.ORCID 0000-0002-0777-8195
Brototo DebDepartment of Medicine and Stanford Cardiovascular Institute (CVI), Stanford University, Stanford, CA 94305, USA.ORCID 0000-0001-8800-0002
Fleur V Y TjongDepartment of Medicine and Stanford Cardiovascular Institute (CVI), Stanford University, Stanford, CA 94305, USA.
Albert J RogersDepartment of Medicine and Stanford Cardiovascular Institute (CVI), Stanford University, Stanford, CA 94305, USA.
Samuel Ruipérez-CampilloDepartment of Medicine and Stanford Cardiovascular Institute (CVI), Stanford University, Stanford, CA 94305, USA.ORCID 0000-0002-5425-4175
Sulaiman SomaniDepartment of Medicine and Stanford Cardiovascular Institute (CVI), Stanford University, Stanford, CA 94305, USA.
Paul CloptonDepartment of Medicine and Stanford Cardiovascular Institute (CVI), Stanford University, Stanford, CA 94305, USA.
Tina BaykanerDepartment of Medicine and Stanford Cardiovascular Institute (CVI), Stanford University, Stanford, CA 94305, USA.
Miguel RodrigoDepartment of Medicine and Stanford Cardiovascular Institute (CVI), Stanford University, Stanford, CA 94305, USA.ORCID 0000-0002-6092-6847
James ZouDepartment of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA.
Francois HaddadDepartment of Medicine and Stanford Cardiovascular Institute (CVI), Stanford University, Stanford, CA 94305, USA.
Matei ZahariaDepartment of Computer Science, University of California Berkeley, Berkeley, CA 94720, USA.
Sanjiv M NarayanDepartment of Medicine and Stanford Cardiovascular Institute (CVI), Stanford University, Stanford, CA 94305, USA.ORCID 0000-0001-7552-5053

Funding

The Dynamics of Human Atrial FibrillationR01HL083359 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Sanjiv M Narayan · 2008 to 2026
$7.9M
Patient-Directed Computational Analysis of Atrial FibrillationR01HL122384 · NHLBI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI WOUTER-JAN RAPPEL · 2015 to 2026
$5.3M
Machine Learning in Atrial FibrillationR01HL149134 · NHLBI · STANFORD UNIVERSITY · PI NARAYAN, SANJIV M · 2020 to 2024
$3.8M
Deep Neural Networks To Treat Atrial FibrillationK23HL145017 · NHLBI · STANFORD UNIVERSITY · PI BAYKANER, TINA · 2019 to 2023
$968k
Electrical Mapping Signatures of Adverse Structural and Functional Remodeling in Ventricular ArrhythmiaK23HL166977 · NHLBI · STANFORD UNIVERSITY · PI Albert Joseph Rogers · 2023 to 2026
$680k
NHLBI NIH HHS K23 HL145017NHLBI NIH HHS K23 HL166977NHLBI NIH HHS L30 HL143631NHLBI NIH HHS R01 HL083359NHLBI NIH HHS R01 HL122384NHLBI NIH HHS R01 HL149134NIH HHS xxx
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ablationatrial fibrillationcardiac CT segmentationdomain knowledge encodingmachine learning

Identifiers

PMID39061675
PMCPMC11276420

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.