Evidence map›Paper›PMID 39832954›Full record

ArticleAJNR. American journal of neuroradiology2025

Application of Deep Learning Accelerated Image Reconstruction in T2-Weighted Turbo Spin-Echo Imaging of the Brain at 7T.

Zeyu Liu, Xiangzhi Zhou, Shengzhen Tao, Jun Ma, Dominik Nickel, Patrick Liebig, Mahmoud Mostapha, Vishal Patel, Erin M Westerhold, Hamed Mojahed and 2 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in AJNR. American journal of neuroradiology, 2025. 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. 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

12 authors.

Zeyu LiuFrom the Department of Radiology (Z.L., X.Z., S.T., V.P., E.M.W., V.G., E.H.M.), Mayo Clinic, Jacksonville, Florida.
Xiangzhi ZhouFrom the Department of Radiology (Z.L., X.Z., S.T., V.P., E.M.W., V.G., E.H.M.), Mayo Clinic, Jacksonville, Florida.ORCID https://orcid.org/0000-0002-9214-4831
Shengzhen TaoFrom the Department of Radiology (Z.L., X.Z., S.T., V.P., E.M.W., V.G., E.H.M.), Mayo Clinic, Jacksonville, Florida.ORCID https://orcid.org/0000-0003-3019-3491
Jun MaSiemens Medical Solutions USA, Inc (J.M.), Jacksonville, Florida.
Dominik NickelMR Application Predevelopment (D.N., P.L.), Siemens Healthineers AG, Forchheim, Germany.ORCID https://orcid.org/0000-0002-0360-7233
Patrick LiebigMR Application Predevelopment (D.N., P.L.), Siemens Healthineers AG, Forchheim, Germany.
Mahmoud MostaphaSiemens Healthineers (M.M.), Princeton, New Jersey.
Vishal PatelFrom the Department of Radiology (Z.L., X.Z., S.T., V.P., E.M.W., V.G., E.H.M.), Mayo Clinic, Jacksonville, Florida.ORCID https://orcid.org/0000-0002-8704-5169
Erin M WesterholdFrom the Department of Radiology (Z.L., X.Z., S.T., V.P., E.M.W., V.G., E.H.M.), Mayo Clinic, Jacksonville, Florida.ORCID https://orcid.org/0000-0002-0967-9297
Hamed MojahedSiemens Medical Solutions USA, Inc (H.M.), Scottsdale, Arizona.
Vivek GuptaFrom the Department of Radiology (Z.L., X.Z., S.T., V.P., E.M.W., V.G., E.H.M.), Mayo Clinic, Jacksonville, Florida.
Erik H MiddlebrooksFrom the Department of Radiology (Z.L., X.Z., S.T., V.P., E.M.W., V.G., E.H.M.), Mayo Clinic, Jacksonville, Florida middlebrooks.erik@mayo.edu.ORCID https://orcid.org/0000-0002-4418-9605

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Prolonged imaging times and motion sensitivity at 7T necessitate advancements in image acceleration techniques. This study evaluates a 7T deep learning (DL)-based image reconstruction by using a deep neural network trained on 7T data, applied to T2-weighted turbo spin-echo imaging. Raw

Indexed as

BrainDeep LearningImage Interpretation, Computer-AssistedImage Processing, Computer-AssistedMagnetic Resonance ImagingAdultAgedArtifactsFemaleHumansMaleMiddle Aged

Identifiers

PMID39832954
PMCPMC12453445

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.