Evidence map›Paper›PMID 40365169›Full record

ArticleFrontiers in neuroimaging2025

A deep neural network for adaptive spatial smoothing of task fMRI data.

Zhengshi Yang, Xiaowei Zhuang, Mark J Lowe, Dietmar Cordes

Abstract read
In one paragraph

Article in Frontiers in neuroimaging, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Nonlinear kernel-based fMRI activation detection.Frontiers in neuroimaging · 2025
    Article
  3. 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

4 authors.

Zhengshi YangCleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, NV, United States.
Xiaowei ZhuangCleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, NV, United States.
Mark J LoweImaging Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, United States.
Dietmar CordesCleveland Clinic Lou Ruvo Center for Brain Health, Las Vegas, NV, United States.

Funding

Translational and Therapeutics CoreP30AG072959 · NIA · CLEVELAND CLINIC LERNER COM-CWRU · PI Mark J Lowe · 2021 to 2026
$23.9M
Machine and deep learning for finding multimodal imaging biomarkers in prodromal ADR01AG071566 · NIA · CLEVELAND CLINIC LERNER COM-CWRU · PI CORDES, DIETMAR, LOWE, MARK J · 2024 to 2025
$1.6M
NIA NIH HHS P30 AG072959NIA NIH HHS R01 AG071566
6 · The paper itself

Abstract

Over the past decade, functional magnetic resonance imaging (fMRI) has emerged as a widely adopted

Indexed as

adaptive spatial smoothingbrain activationdeep neural networkfunctional MRItask fMRI analysis

Identifiers

PMID40365169
PMCPMC12070436

What OpenQuestion holds

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LicenceCC BY
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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.