Evidence map›Paper›PMID 42095307›Full record

ArticleNMR in biomedicine2026

Data-Driven Characterization of Knee Structures Using Non-Negative Matrix Factorization of 3D Multi-Echo UTE MRI.

Céline Smekens, Pieter Van Dyck, Patrick S Fuchs, Jan Sijbers, Thomas Janssens, Ben Jeurissen

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in NMR in biomedicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Céline Smekensimec-Vision Lab, Department of Physics, University of Antwerp, Universiteitsplein 1, Antwerp, Belgium.ORCID https://orcid.org/0000-0002-6392-2913
Pieter Van DyckDepartment of Radiology, Antwerp University Hospital, Drie Eikenstraat 655, Antwerp, Belgium.ORCID https://orcid.org/0000-0001-7777-6008
Patrick S Fuchsimec-Vision Lab, Department of Physics, University of Antwerp, Universiteitsplein 1, Antwerp, Belgium.ORCID https://orcid.org/0000-0001-9004-8355
Jan Sijbersimec-Vision Lab, Department of Physics, University of Antwerp, Universiteitsplein 1, Antwerp, Belgium.ORCID https://orcid.org/0000-0003-4225-2487
Thomas JanssensSiemens Healthcare NV/SA, Alfons Gossetlaan 54, Dilbeek, Belgium.
Ben Jeurissenimec-Vision Lab, Department of Physics, University of Antwerp, Universiteitsplein 1, Antwerp, Belgium.ORCID https://orcid.org/0000-0002-3488-9819

Funding

EU Horizon 2020, MSCA 764513Horizon Europe, ERC 101126235Research Foundation - Flanders (FWO) G058723NResearch Foundation - Flanders (FWO) G096324NUniversiteit Antwerpen 44883
6 · The paper itself

Abstract

T

Indexed as

Imaging, Three-DimensionalKneeKnee JointMagnetic Resonance ImagingAdultAlgorithmsFemaleHumansMaleMiddle AgedReproducibility of Resultsdata‐driven decompositionknee jointnon‐negative matrix factorizationquantitative MRItissue characterizationultrashort echo time

Identifiers

PMID42095307
PMCPMC13150805

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.