Evidence map›Paper›PMID 40245920›Full record

ArticlePhysiological measurement2025

Visualizing functional network connectivity differences using an explainable machine-learning method.

Mohammad S E Sendi, Vaibhavi S Itkyal, Sabrina J Edwards-Swart, Ji Ye Chun, Daniel H Mathalon, Judith M Ford, Adrian Preda, Theo G M van Erp, Godfrey D Pearlson, Jessica A Turner and 1 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Physiological measurement, 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. Review
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

11 authors.

Mohammad S E SendiWallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia.
Vaibhavi S ItkyalTri-institutional Center for Translational Research in Neuroimaging and Data Science: Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, Georgia.ORCID 0000-0003-1949-9844
Sabrina J Edwards-SwartTri-institutional Center for Translational Research in Neuroimaging and Data Science: Georgia State University, Georgia Institute of Technology, Emory University, Atlanta, Georgia.
Ji Ye ChunDepartment of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, Georgia.
Daniel H MathalonDepartment of Psychiatry, Weill Institute of Neurosciences, University of California, San Francisco, CA, United States of America.
Judith M FordDepartment of Psychiatry, Weill Institute of Neurosciences, University of California, San Francisco, CA, United States of America.
Adrian PredaDepartment of Psychiatry and Human Behavior, University of California, Irvine, CA, United States of America.
Theo G M van ErpDepartment of Psychiatry and Human Behavior, University of California, Irvine, CA, United States of America.
Godfrey D PearlsonDepartment of Psychiatry, School of Medicine, Yale University, New Haven, CT, United States of America.
Jessica A TurnerDepartment of Psychiatry and Behavioral Health, College of Medicine, The Ohio State University, Columbus, OH, United States of America.
Vince D CalhounWallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia.

Funding

ENIGMA-COINSTAC-APOE2 Functional and structural connectome protective mechanisms for Alzheimer’s disease and mood disorders: Request for supplemental funds for NIH R01:1R01MH121246R01MH121246 · NIMH · OHIO STATE UNIVERSITY · PI CALHOUN, VINCE D, TURNER, JESS · 2019 to 2023
$5.0M
Data-driven solutions for temporal, spatial, and spatiotemporal dynamic functional connectivityR01MH123610 · NIMH · GEORGIA STATE UNIVERSITY · PI ADALI, TULAY, CALHOUN, VINCE D · 2021 to 2025
$3.1M
Training to Enhance Alignment of Psychiatry and NeuroscienceT32MH125786 · NIMH · MCLEAN HOSPITAL · PI William A. Carlezon, KERRY J. RESSLER · 2021 to 2026
$2.0M
NIMH NIH HHS R01 MH121246NIMH NIH HHS R01 MH123610NIMH NIH HHS T32 MH125786
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Machine LearningNerve NetAdultAgedBrainFemaleHumansImage Processing, Computer-AssistedMagnetic Resonance ImagingMaleMiddle AgedSchizophreniaYoung Adultexplainable AIfunctional network connectivitymachine learningneuroimaging

Identifiers

PMID40245920
PMCPMC13182187

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.