Evidence map›Paper›PMID 41007622›Full record

ArticleBiomedicines2025

Physics-Informed Neural Network for Modeling the Pulmonary Artery Blood Pressure from Magnetic Resonance Images: A Reduced-Order Navier-Stokes Model.

Sebastián Jara, Julio Sotelo, David Ortiz-Puerta, Pablo A Estévez, Sergio Uribe, Steren Chabert, Rodrigo Salas

Abstract read
In one paragraph

Article in Biomedicines, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Physics-Informed Emulation of Systemic Circulation for Fast Parameter Estimation and Uncertainty Quantification.International journal for numerical methods in biomedical engineering · 2026
    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.

Sebastián JaraDepartamento de Informática, Universidad Técnica Federico Santa María, Santiago 8940897, Chile.ORCID 0009-0002-1298-525X
Julio SoteloDepartamento de Informática, Universidad Técnica Federico Santa María, Santiago 8940897, Chile.ORCID 0000-0002-0915-5215
David Ortiz-PuertaMillennium Institute for Intelligent Healthcare Engineering (iHealth), Santiago 7820436, Chile.ORCID 0000-0001-6285-3066
Pablo A EstévezMillennium Institute for Intelligent Healthcare Engineering (iHealth), Santiago 7820436, Chile.ORCID 0000-0001-9164-4722
Sergio UribeDepartment of Medical Imaging and Radiation Sciences, Monash University, Melbourne, VIC 3800, Australia.ORCID 0000-0002-4970-9710
Steren ChabertMillennium Institute for Intelligent Healthcare Engineering (iHealth), Santiago 7820436, Chile.ORCID 0000-0002-2890-5077
Rodrigo SalasMillennium Institute for Intelligent Healthcare Engineering (iHealth), Santiago 7820436, Chile.ORCID 0000-0002-0350-6811

Funding

Agencia Nacional de Investigación y Desarrollo Chilean Doctoral Scholarship, academic year 2023, Rex 1808/2023, Record 21231936Agencia Nacional de Investigación y Desarrollo FONDECYT N° 1221938Agencia Nacional de Investigación y Desarrollo FONDECYT N° 1230864Agencia Nacional de Investigación y Desarrollo FONDECYT N° 3250439Agencia Nacional de Investigación y Desarrollo FONDECYT project N° 1231268Agencia Nacional de Investigación y Desarrollo Millennium Science Initiative Program ICN2021_004
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

cardiovascular diseasesdeep learningnon-invasive techniquesPhysics-Informed Neural Network (PINN)pulmonary arterial pressure

Identifiers

PMID41007622
PMCPMC12467385

What Socratic 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 Socratic graph.