In case it is useful for others - I was able to resolve this issue by explicitly limiting the dimensionality of the ICA decomposition (150 components), as suggested in this other thread (Testing different noise models output from fmriprep - unclear results with ICA-AROMA) for high-volume MB data (which is the case here for my data).
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