Fantastic but very worrisome work by Sami Hamdan:

Confound removal in machine learning can itself lead to leakage

-> After information about the target from the features using standard approaches you can STILL predict it well

academic.oup.com/gigascience/...

#neuroskyence #MLSky #neuroimaging