Evidence map›Paper›PMID 39728902›Full record

ArticleTomography (Ann Arbor, Mich.)2024

Three-Dimensional Thermal Tomography with Physics-Informed Neural Networks.

Theodoros Leontiou, Anna Frixou, Marios Charalambides, Efstathios Stiliaris, Costas N Papanicolas, Sofia Nikolaidou, Antonis Papadakis

Abstract read
In one paragraph

Article in Tomography (Ann Arbor, Mich.), 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. Closing the Loop: High-Precision 3D Photofabrication in Living Tissues.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    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

7 authors.

Theodoros LeontiouDepartment of Mechanical Engineering, Frederick University, Nicosia 1036, Cyprus.ORCID 0000-0002-4623-2486
Anna FrixouComputation-Based Science and Technology Research Center (CaSToRC), The Cyprus Institute, 20 Kavafi Street, Nicosia 2121, Cyprus.
Marios CharalambidesDepartment of Business Administration, Frederick University, Nicosia 1036, Cyprus.ORCID 0009-0002-6089-1434
Efstathios StiliarisComputation-Based Science and Technology Research Center (CaSToRC), The Cyprus Institute, 20 Kavafi Street, Nicosia 2121, Cyprus.ORCID 0000-0001-9496-7762
Costas N PapanicolasComputation-Based Science and Technology Research Center (CaSToRC), The Cyprus Institute, 20 Kavafi Street, Nicosia 2121, Cyprus.ORCID 0000-0001-5320-0768
Sofia NikolaidouKYAMOS Ltd., 37 Polyneikis Street, Strovolos, Nicosia 2047, Cyprus.
Antonis PapadakisKYAMOS Ltd., 37 Polyneikis Street, Strovolos, Nicosia 2047, Cyprus.

Funding

Research and Innovation Foundation CODEVELOP-GT/0322/0081 REALISATION-GREEN-CLOUD
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Imaging, Three-DimensionalNeural Networks, ComputerPhantoms, ImagingThermographyDeep LearningHumans3D temperature fieldconvolutional neural networksheat conductioninverse problemsnon-destructive testingphysics-informed neural networksthermal tomography

Identifiers

PMID39728902
PMCPMC11679295

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.