Evidence map›Paper›PMID 39575177›Full record

ArticleImaging neuroscience (Cambridge, Mass.)2024

Geometric deep learning for diffusion MRI signal reconstruction with continuous samplings (DISCUS).

Christian Ewert, David Kügler, Rüdiger Stirnberg, Alexandra Koch, Anastasia Yendiki, Martin Reuter

Abstract read
In one paragraph

Article in Imaging neuroscience (Cambridge, Mass.), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing 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

7 citing papers in PubMed.

  1. Advances in artificial intelligence for neuroimaging.Journal of cerebral blood flow and metabolism : official journal of the International Society of Cerebral Blood Flow and Metabolism · 2026
    Review
  2. Article
  3. Article
  4. Article
  5. Article
  6. Diffusion MRI with Machine Learning.Imaging neuroscience (Cambridge, Mass.) · 2024
    Article
  7. 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.

Christian EwertGerman Center for Neurodegenerative Diseases (DZNE), Bonn, Germany.
David KüglerGerman Center for Neurodegenerative Diseases (DZNE), Bonn, Germany.
Rüdiger StirnbergGerman Center for Neurodegenerative Diseases (DZNE), Bonn, Germany.
Alexandra KochGerman Center for Neurodegenerative Diseases (DZNE), Bonn, Germany.
Anastasia YendikiA. A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA, United States.
Martin ReuterGerman Center for Neurodegenerative Diseases (DZNE), Bonn, Germany.

Funding

Mapping the Human Connectome: Structure, Function, and HeritabilityU54MH091657 · NIMH · WASHINGTON UNIVERSITY · PI UGURBIL, KAMIL, VAN ESSEN, DAVID C · 2010 to 2014
$34.7M
CONNECTOME 2.0: DEVELOPING THE NEXT GENERATION HUMAN MRI SCANNER FOR BRIDGING STUDIES OF THE MICRO-, MESO- AND MACRO-CONNECTOMEU01EB026996 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI BASSER, PETER J., HUANG, SUSIE YI · 2018 to 2022
$14.2M
Training and Dissemination CoreP41EB030006 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI Susie Yi Huang · 2020 to 2026
$10.9M
Deep Learning Algorithms for FreeSurferR01AG064027 · NIA · MASSACHUSETTS GENERAL HOSPITAL · PI FISCHL, BRUCE · 2020 to 2024
$3.4M
Bridging Diffusion MRI and Chemical Tracing for Validation and Inference of Fiber ArchitecturesR01NS119911 · NINDS · MASSACHUSETTS GENERAL HOSPITAL · PI YENDIKI, ANASTASIA · 2021 to 2024
$2.6M
Multimodal mapping of the neurocircuitry of the human prefrontal cortexR01EB021265 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI YENDIKI, ANASTASIA · 2016 to 2019
$2.0M
Novel Bioinformatics Strategies to Study Associations Between Genetic Variants and Neuroanatomical ShapeR01LM012719 · NLM · CORNELL UNIVERSITY · PI SABUNCU, MERT RORY · 2017 to 2020
$1.4M
Imaging the neurodevelopmental trajectory of depression and anxiety disorders with HCP protocolsR56MH121426 · NIMH · MASSACHUSETTS GENERAL HOSPITAL · PI WHITFIELD-GABRIELI, SUSAN, YENDIKI, ANASTASIA · 2020 to 2020
$1.2M
NIA NIH HHS R01 AG064027NIBIB NIH HHS P41 EB030006NIBIB NIH HHS R01 EB021265NIBIB NIH HHS U01 EB026996NIMH NIH HHS R56 MH121426NIMH NIH HHS U54 MH091657NINDS NIH HHS R01 NS119911NLM NIH HHS R01 LM012719
6 · The paper itself

Abstract

Diffusion-weighted magnetic resonance imaging (dMRI) permits a detailed in-vivo analysis of neuroanatomical microstructure, invaluable for clinical and population studies. However, many measurements with different diffusion-encoding directions and possibly

Indexed as

deep learningdenoisingdiffusion MRIgeometric deep learningq-spacesignal reconstruction

Identifiers

PMID39575177
PMCPMC11576935

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.