“…We capitalized on a combination of recent progress in biologically plausible causal hierarchical modelling (DCM-PEB) and a comparably large fMRI response inhibition dataset to determine causal information flow and key nodes within the extensively described basal ganglia-thalamocortical response inhibition circuits (Alexander et al, 1986(Alexander et al, , 1991Alexander and Crutcher, 1990;Aron et al, 2007;Jahfari et al, 2019;Morein-Zamir and Robbins, 2015;Pfeifer et al, 2022;Schall and Godlove, 2012;Stuphorn, 2015;Verbruggen and Logan, 2009;Wei and Wang, 2016) Causal modelling successfully determined a right lateralized inhibitory control causal circuit encompassing the rIFG, rCau, rGP and rThal (Aron et al, 2003;Chevrier et al, 2007;Hung et al, 2018;Jahfari et al, 2011;Thompson et al, 2021). In terms of the A matrix, a significant rIFG-rCau-rGP-rThal loop was observed with rIFG exhibiting a negative influence onto rThal, alongside a positive information flow from from rThal to rGP and rCau to rIFG in the forward direction.…”