Evidence map›Paper›PMID 38606403›Full record

ArticleIEEE open journal of engineering in medicine and biology2024

BeatProfiler: Multimodal In Vitro Analysis of Cardiac Function Enables Machine Learning Classification of Diseases and Drugs.

Youngbin Kim, Kunlun Wang, Roberta I Lock, Trevor R Nash, Sharon Fleischer, Bryan Z Wang, Barry M Fine, Gordana Vunjak-Novakovic

Open access · goldAbstract read
In one paragraph

Article in IEEE open journal of engineering in medicine and biology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
5.6field-weighted citation impact, top 3% of its field
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

12 citing papers in PubMed, 14 citations in OpenAlex.

  1. Article
  2. A practical toolbox for modelling fibrosis in vitro.Nature biomedical engineering · 2026
    Review
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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

8 authors at 2 institutions in 1 country.

Youngbin KimDepartment of Biomedical EngineeringColumbia University New York NY 10032 USA.ORCID https://orcid.org/0000-0003-1919-1575
Kunlun WangDepartment of Biomedical EngineeringColumbia University New York NY 10032 USA.ORCID https://orcid.org/0009-0009-3486-9752
Roberta I LockDepartment of Biomedical EngineeringColumbia University New York NY 10032 USA.
Trevor R NashDepartment of Biomedical EngineeringColumbia University New York NY 10032 USA.ORCID https://orcid.org/0000-0003-4555-7577
Sharon FleischerDepartment of Biomedical EngineeringColumbia University New York NY 10032 USA.ORCID https://orcid.org/0000-0002-9852-6697
Bryan Z WangDepartment of Biomedical EngineeringColumbia University New York NY 10032 USA.ORCID https://orcid.org/0000-0002-0682-3222
Barry M FineDepartment of MedicineDivision of CardiologyColumbia University Medical Center New York NY 10032 USA.ORCID https://orcid.org/0000-0001-6298-2888
Gordana Vunjak-NovakovicDepartment of Biomedical EngineeringColumbia University New York NY 10032 USA.ORCID https://orcid.org/0000-0002-9382-1574
Columbia University · USColumbia University Irving Medical Center · US

Funding

Tissue Engineering Resource Center: TTDP41EB027062 · NIBIB · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Gordana Vunjak-Novakovic · 2019 to 2026
$12.6M
Engineering Vascularized Cardiac MuscleR01HL076485 · NHLBI · COLUMBIA UNIV NEW YORK MORNINGSIDE · PI Gordana Vunjak-Novakovic · 2005 to 2026
$9.2M
STK25 phosphorylates PRKAR1A to regulate PKA signalingR01HL166387 · NHLBI · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Barry M. Fine · 2023 to 2026
$2.3M
NHLBI NIH HHS R01 HL076485NHLBI NIH HHS R01 HL166387NIBIB NIH HHS P41 EB027062
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Calcium handlingcardiac analysiscontractile functiondrug responsemachine learning (ML)

Identifiers

PMID38606403
PMCPMC11008807
OpenAlexW4393972607

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.