[ENH] Throw error when extra kwargs are given to glm.first_level.first_level_from_bids

[michellewang]

Is there an existing issue for this?

• I have searched the existing issues

Describe your proposed enhancement in detail.

nilearn.glm.first_level.first_level_from_bids takes kwargs, and passes kwargs that have the confounds_ prefix to another function. However, the remaining kwargs are not checked and nothing happens if for example the confound kwargs are not given correctly (e.g. with typo confound_ instead of confounds_).

I think it would be nice/useful to throw a runtime error or something when that happens (first mentioned in PR #4352). Would be happy to work on this too.

Benefits to the change

Better debugging when invalid/unknown kwargs are given.

Pseudocode for the new behavior, if applicable

No response

[Remi-Gau]

@michellewang
I assigned the issue to you so that "no one else" (😉) gets started on it.