Classification of female MDD patients with and without suicidal ideation using resting-state functional magnetic resonance imaging and machine learning

Classification of female MDD patients with and without suicidal ideation using resting-state functional magnetic resonance imaging and machine learning

Spontaneous blood oxygen level-dependent signals can be indirectly recorded in different brain regions with functional magnetic resonance imaging. In this study resting-state functional magnetic resonance imaging was used to measure the differences in connectivity and activation seen in major depres...

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Bibliographic Details
Main Authors: Morteza Fattahi, Milad Esmaeil-Zadeh, Hamid Soltanian-Zadeh, Reza Rostami, Jamil Mansouri, Gholam-Ali Hossein-Zadeh
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Human Neuroscience
Subjects:
resting-state fMRI
major depressive disorder
suicide ideation
feature selection
Random Forest Classifier
elastic net
Online Access:https://www.frontiersin.org/articles/10.3389/fnhum.2024.1427532/full
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