Evidence map›Paper›PMID 37020027›Full record

Trial reportNature2023

Blinded, randomized trial of sonographer versus AI cardiac function assessment.

Bryan He, Alan C Kwan, Jae Hyung Cho, Neal Yuan, Charles Pollick, Takahiro Shiota, Joseph Ebinger, Natalie A Bello, Janet Wei, Kiranbir Josan and 6 more

Registry-linked trialAbstract readComparative StudyEquivalence TrialRandomized Controlled Trial
PubMed Full text at PMC Publisher
In one paragraph

Trial report in Nature, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06759012 (An Agentic Co-educator System for Personalized Medical Education), which is not on this map. Cited by 138 papers.

0numbers the graph read from it
0cells of the map it votes in
138citing 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.

NCT06759012 nacompletednot on this mapstarted 2025, after this paper: background citation

An Agentic Co-educator System for Personalized Medical Education

TypeinterventionalSponsorTsinghua UniversityRan2025 to 2026Enrolled269ConditionsMedical EducationArmsEyeTeacher
3 · Its place in the literature

Who cites it

138 citing papers in PubMed.

  1. Trial
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  8. Observational
  9. Review
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78 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

16 authors.

Bryan HeDepartment of Computer Science, Stanford University, Palo Alto, CA, USA.ORCID http://orcid.org/0000-0002-6150-761X
Alan C KwanDepartment of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.ORCID http://orcid.org/0000-0002-4393-1011
Jae Hyung ChoDepartment of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
Neal YuanDepartment of Medicine, Division of Cardiology, San Francisco VA, UCSF, San Francisco, CA, USA.ORCID http://orcid.org/0000-0001-5782-7437
Charles PollickDepartment of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
Takahiro ShiotaDepartment of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
Joseph EbingerDepartment of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
Natalie A BelloDepartment of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
Janet WeiDepartment of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
Kiranbir JosanDepartment of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
Grant DuffyDepartment of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
Melvin JujjavarapuEnterprise Information Services, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
Robert SiegelDepartment of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
Susan Cheng *Department of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA. susan.cheng@cshs.org.ORCID http://orcid.org/0000-0002-4977-036X
James Y Zou *Department of Computer Science, Stanford University, Palo Alto, CA, USA. jamesz@stanford.edu.ORCID http://orcid.org/0000-0001-8880-4764
David Ouyang *Department of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA, USA. david.ouyang@cshs.org.ORCID http://orcid.org/0000-0002-3813-7518

Funding

Deep Learning Based Phenotyping and Outcomes Prediction for Valvular Heart DiseaseR01HL173526 · NHLBI · CEDARS-SINAI MEDICAL CENTER · PI David Ouyang · 2024 to 2026
$2.5M
Deep Learning Assessment of the Right Ventricle: Function, Etiology, and PrognosisR00HL157421 · NHLBI · KAISER FOUNDATION RESEARCH INSTITUTE · PI OUYANG, DAVID · 2023 to 2025
$747k
NHLBI NIH HHS R00 HL157421NHLBI NIH HHS R01 HL173526
6 · The paper itself

Abstract

Artificial intelligence (AI) has been developed for echocardiography

Indexed as

Artificial IntelligenceCardiologistsEchocardiographyHeart Function TestsHumansReproducibility of ResultsSingle-Blind MethodStroke VolumeVentricular Function, LeftWorkflow

Identifiers

PMID37020027
PMCPMC10115627

What OpenQuestion holds

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Read underepoch 390

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.