Self-supervised multimodal learning for group inferences from MRI data: Discovering disorder-relevant brain regions and multimodal links.

Authors:
Fedorov A; Geenjaar E; Wu L; Sylvain T; DeRamus TP and 6 more

Journal:
Neuroimage

Publication Year: 2023

DOI:
10.1016/j.neuroimage.2023.120485

PMCID:
PMC10872501

PMID:
38110045

Journal Information

Journal Title: Neuroimage

Detailed journal information not available.

Publication Details

Subject Category: Neuroimaging

Available in Europe PMC: Yes

Available in PMC: Yes

PDF Available: No

Transparency Score
4/6
66.7% Transparent
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Evidence found in paper:

"the code is available at github com/entodi/fusion for reproducibility and further exploration by the scientific community 5 5 1.; the code for deep learning models is available at https://github com/entodi/fusion ."

Evidence found in paper:

"Declaration of competing interest: The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper."

Evidence found in paper:

"This work was funded by the National Institutes of Health (NIH), USA grants R01MH118695, RF1AG063153, 2R01EB006841, RF1MH12 1885, and the National Science Foundation (NSF), USA grant 2112455. CRediT authorship contribution statement: Alex Fedorov: Conceptualization, Methodology, Software, Validation, Formal analysis, Writing – original draft, Writing – review & editing, Visualization, Data curation. Eloy Geenjaar: Conceptualization, Methodology, Software, Visualization, Validation, Writing – review & editing. Lei Wu: Methodology, Software, Validation, Writing – review & editing, Data curation. Tristan Sylvain: Conceptualization, Methodology, Writing – review & editing. Thomas P. DeRamus: Methodology, Software, Writing – review & editing, Data curation. Margaux Luck: Conceptualization, Methodology, Validation, Writing – review & editing. Maria Misiura: Conceptualization, Methodology, Writing – review & editing. Girish Mittapalle: Software, Writing – review & editing. R. Devon Hjelm: Conceptualization, Methodology, Software, Writing – review & editing, Supervision. Sergey M. Plis: Conceptualization, Methodology, Visualization, Validation, Formal analysis, Writing – review & editing, Supervision, Funding acquisition. Vince D. Calhoun: Conceptualization, Methodology, Visualization, Validation, Formal analysis, Writing – review & editing, Supervision, Funding acquisition."

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Open Access
Paper is freely available to read
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Last Updated: Aug 05, 2025