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Decoding naturalistic affective behaviour from spectro-spatial features in multiday human iEEG.


ABSTRACT: The neurological basis of affective behaviours in everyday life is not well understood. We obtained continuous intracranial electroencephalography recordings from the human mesolimbic network in 11 participants with epilepsy and hand-annotated spontaneous behaviours from 116 h of multiday video recordings. In individual participants, binary random forest models decoded affective behaviours from neutral behaviours with up to 93% accuracy. Both positive and negative affective behaviours were associated with increased high-frequency and decreased low-frequency activity across the mesolimbic network. The insula, amygdala, hippocampus and anterior cingulate cortex made stronger contributions to affective behaviours than the orbitofrontal cortex, but the insula and anterior cingulate cortex were

SUBMITTER: Bijanzadeh M 

PROVIDER: S-EPMC9232980 | biostudies-literature | 2022 Jun

REPOSITORIES: biostudies-literature