Evidence map›Paper›PMID 34867254›Full record

ArticleFrontiers in neuroinformatics2021

Magnetic Resonance Imaging Sequence Identification Using a Metadata Learning Approach.

Shuai Liang, Derek Beaton, Stephen R Arnott, Tom Gee, Mojdeh Zamyadi, Robert Bartha, Sean Symons, Glenda M MacQueen, Stefanie Hassel, Jason P Lerch and 9 more

Abstract read
In one paragraph

Article in Frontiers in neuroinformatics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.

0numbers the graph read from it
0cells of the map it votes in
16citing 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

16 citing papers in PubMed.

  1. Article
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  9. Article
  10. Review
  11. MRISeqClassifier: A Deep Learning Toolkit for Precise MRI Sequence Classification.AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science · 2025
    Article
  12. Classification of Multi-Parametric Body MRI Series Using Deep Learning.IEEE journal of biomedical and health informatics · 2024
    Article
  13. Article
  14. Article
  15. Article
  16. 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

19 authors.

Shuai LiangRotman Research Institute, Baycrest Health Center, Toronto, ON, Canada.
Derek BeatonRotman Research Institute, Baycrest Health Center, Toronto, ON, Canada.
Stephen R ArnottRotman Research Institute, Baycrest Health Center, Toronto, ON, Canada.
Tom GeeIndoc Research, Toronto, ON, Canada.
Mojdeh ZamyadiRotman Research Institute, Baycrest Health Center, Toronto, ON, Canada.
Robert BarthaRobarts Research Institute, Western University, London, ON, Canada.
Sean SymonsDepartment of Medical Imaging, Sunnybrook Health Sciences Centre, Toronto, ON, Canada.
Glenda M MacQueenDepartment of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
Stefanie HasselDepartment of Psychiatry, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
Jason P LerchMouse Imaging Centre, Hospital for Sick Children, Toronto, ON, Canada.
Evdokia AnagnostouBloorview Research Institute, Holland Bloorview Kids Rehabilitation Hospital, Toronto, ON, Canada.
Raymond W LamDepartment of Psychiatry, University of British Columbia, Vancouver, BC, Canada.
Benicio N FreyDepartment of Psychiatry and Behavioral Neurosciences, McMaster University, Hamilton, ON, Canada.
Roumen MilevDepartments of Psychiatry and Psychology, Providence Care Hospital, Queen's University, Kingston, ON, Canada.
Daniel J MüllerMolecular Brain Science, Centre for Addiction and Mental Health, Campbell Family Mental Health Research Institute, Toronto, ON, Canada.
Sidney H KennedyDepartment of Psychiatry, University of Toronto, Toronto, ON, Canada.
Christopher J M ScottL.C. Campbell Cognitive Neurology Research Unit, Toronto, ON, Canada.
ONDRI Investigators
Stephen C StrotherRotman Research Institute, Baycrest Health Center, Toronto, ON, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Despite the wide application of the magnetic resonance imaging (MRI) technique, there are no widely used standards on naming and describing MRI sequences. The absence of consistent naming conventions presents a major challenge in automating image processing since most MRI software require

Indexed as

AI-assisted data managementdata share and exchangehealth datamachine learningmetadata learningMRI sequence naming standardization

Identifiers

PMID34867254
PMCPMC8635782

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.