Evidence map›Paper›PMID 36043289›Full record

ArticleJournal of the Royal Society, Interface2022

Neural operator learning of heterogeneous mechanobiological insults contributing to aortic aneurysms.

Somdatta Goswami, David S Li, Bruno V Rego, Marcos Latorre, Jay D Humphrey, George Em Karniadakis

Open access · bronzeAbstract read
In one paragraph

Article in Journal of the Royal Society, Interface, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
2.3field-weighted citation impact, top 12% 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

10 citing papers in PubMed, 30 citations in OpenAlex.

  1. Article
  2. Mechanisms driving thoracic aortic aneurysm instability.Biomechanics and modeling in mechanobiology · 2026
    Article
  3. Review
  4. Mechanisms Driving Thoracic Aortic Aneurysm Stability.bioRxiv : the preprint server for biology · 2025
    Article
  5. Article
  6. Article
  7. FSGe: A fast and strongly-coupled 3D fluid-solid-growth interaction method.Computer methods in applied mechanics and engineering · 2024
    Article
  8. Article
  9. Sound propagation in realistic interactive 3D scenes with parameterized sources using deep neural operators.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  10. 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

6 authors at 3 institutions in 2 countries.

Somdatta GoswamiDivision of Applied Mathematics, Brown University, Providence, RI, USA.ORCID 0000-0002-8255-9080
David S LiDepartment of Biomedical Engineering, Yale University, New Haven, CT, USA.ORCID 0000-0002-6489-0191
Bruno V RegoDepartment of Biomedical Engineering, Yale University, New Haven, CT, USA.ORCID 0000-0002-6315-693X
Marcos LatorreCentre for Research and Innovation in Bioengineering, Universitat Politècnica de València, València, Spain.ORCID 0000-0003-4142-0207
Jay D HumphreyDepartment of Biomedical Engineering, Yale University, New Haven, CT, USA.ORCID 0000-0003-1011-2025
George Em KarniadakisDivision of Applied Mathematics, Brown University, Providence, RI, USA.ORCID 0000-0002-9713-7120
Yale University · USBrown University · USUniversitat Politècnica de València · ES

Funding

TGFB-Dependent Mechanoresponses by Aortic Smooth Muscle Cells Govern AneurysmsP01HL134605 · NHLBI · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI RIFKIN, DANIEL B · 2018 to 2022
$12.1M
Multimodality imaging-driven multifidelity modeling of aortic dissectionU01HL142518 · NHLBI · YALE UNIVERSITY · PI HUMPHREY, JAY D., KARNIADAKIS, GEORGE · 2018 to 2022
$2.8M
NHLBI NIH HHS P01 HL134605NHLBI NIH HHS U01 HL142518
6 · The paper itself

Abstract

Thoracic aortic aneurysm (TAA) is a localized dilatation of the aorta that can lead to life-threatening dissection or rupture.

Indexed as

Aortic Aneurysm, ThoracicAortaBiomechanical PhenomenaBiophysicsHumansRisk Factorsdeep learninggrowth and remodellingoperator-based neural networkthoracic aortic aneurysm

Identifiers

PMID36043289
PMCPMC9428523
OpenAlexW4293723313

What OpenQuestion holds

Textmetadata
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.