Predictors of real-time fMRI neurofeedback performance and improvement – A machine learning mega-analysis

•First machine learning mega-analysis to investigate predictors of real-time fMRI neurofeedback success.•Inclusion of a pre-training no feedback was associated with higher neurofeedback performance.•Patients were associated with higher neurofeedback performance than healthy individuals.•More data (s...

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Bibliographic Details
Published in:	NeuroImage Vol. 237; p. 118207
Main Authors:	Haugg, Amelie, Renz, Fabian M., Nicholson, Andrew A., Lor, Cindy, Götzendorfer, Sebastian J., Sladky, Ronald, Skouras, Stavros, McDonald, Amalia, Craddock, Cameron, Hellrung, Lydia, Kirschner, Matthias, Herdener, Marcus, Koush, Yury, Papoutsi, Marina, Keynan, Jackob, Hendler, Talma, Cohen Kadosh, Kathrin, Zich, Catharina, Kohl, Simon H., Hallschmid, Manfred, MacInnes, Jeff, Adcock, R. Alison, Dickerson, Kathryn C., Chen, Nan-Kuei, Young, Kymberly, Bodurka, Jerzy, Marxen, Michael, Yao, Shuxia, Becker, Benjamin, Auer, Tibor, Schweizer, Renate, Pamplona, Gustavo, Lanius, Ruth A., Emmert, Kirsten, Haller, Sven, Van De Ville, Dimitri, Kim, Dong-Youl, Lee, Jong-Hwan, Marins, Theo, Megumi, Fukuda, Sorger, Bettina, Kamp, Tabea, Liew, Sook-Lei, Veit, Ralf, Spetter, Maartje, Weiskopf, Nikolaus, Scharnowski, Frank, Steyrl, David
Format:	Journal Article
Language:	English
Published:	Amsterdam Elsevier Inc 15.08.2021 Elsevier BV Elsevier Limited Elsevier
Subjects:	501011 Cognitive psychology 501011 Kognitionspsychologie Adult Adult; Functional Neuroimaging; Humans; Machine Learning; Magnetic Resonance Imaging; Neurofeedback; Functional MRI; Learning; Machine learning; Mega-analysis; Real-time fMRI ATTENTION Big Data Biofeedback BRAIN ACTIVATION Brain mapping CORTEX ACTIVITY efficacy Electroencephalography Feedback Functional magnetic resonance imaging Functional MRI Functional Mri ; Learning ; Machine Learning ; Mega-analysis ; Neurofeedback ; Real-time Fmri Functional Neuroimaging Humans Independent study info:eu-repo/classification/ddc/610 info:eu-repo/classification/ddc/616.0757 Learning Learning algorithms Machine Learning Magnetic Resonance Imaging Medical imaging Mega-analysis memory Motivation MOTOR IMAGERY Neural networks Neurofeedback Neuroimaging Neurosciences. Biological psychiatry. Neuropsychiatry Questionnaires RC321-571 Real-time fMRI reduction resonance-imaging neurofeedback self-regulation Subpopulations Success Learning Mega-analysis Real-time fMRI Functional MRI Neurofeedback Machine learning
ISSN:	1053-8119, 1095-9572, 1095-9572
Online Access:	Get full text
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