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Updated: Mar 22, 2026

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Statistical Modelling of Cortical Connectivity Using Non-invasive Electroencephalograms
Published on: November 1, 2019
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Covert neurofeedback without awareness shapes cortical network spontaneous connectivity
Michal Ramot1, Shany Grossman2, Doron Friedman3
1Department of Neurobiology, Weizmann Institute of Science, Rehovot 76100, Israel; michal.ramot@nih.gov.
Summary
Unconscious neurofeedback training, using covert rewards, successfully modified brain network functional connectivity. This demonstrates that brain networks can be altered without conscious awareness or intention, opening new avenues for therapies.
Area of Science:
- Neuroscience
- Cognitive Science
- Neuroimaging
Background:
- Blood oxygen level-dependent functional MRI (BOLD-fMRI) neurofeedback allows individuals to modulate neuronal properties.
- The potential for neurofeedback to induce training effects without participant awareness remains largely unexplored.
Purpose of the Study:
- To investigate whether neurofeedback training can alter brain function in the absence of conscious awareness.
- To examine the impact of covertly delivered rewards on functional connectivity in visual cortex regions.
Main Methods:
- Participants underwent neurofeedback training using BOLD-fMRI.
- Positive and negative rewards were covertly coupled to activity in specific category-selective visual cortex regions.
- Functional connectivity changes were assessed post-training.
Main Results:
- Unconscious neurofeedback training led to significant changes in functional connectivity.
- These modifications occurred despite participants' lack of awareness of the training or reward contingencies.
- Activity in category-selective visual cortex regions was successfully modulated through covert reward mechanisms.
Conclusions:
- Brain networks can be modified through neurofeedback even without conscious intention or awareness.
- Unconscious learning mechanisms can influence neural plasticity and functional connectivity.
- These findings suggest novel therapeutic possibilities for neurological and psychiatric conditions.

