I opened it up. Visual inspection did not reveal any damage on the board. However, I think the yellow component seems to be a bit burnt (it's a bit hard to see but there are some darker areas) and the brown fuse is a bit bulged (it's also bulged in the video).
I am not sure what the yellow component is, but seems like it is related to the fuse. It is basically a short between the those two pins which you see on the transformer (the right pin is the 23V output of the transformer, the left pin goes to the board, and there's the yellow and brown component in between in series) (see attached pictures).
I will try and measure the output of the 120V/23V transformer with the 230V/110V transformer if I'm gonna have it, but am curious if anyone knows the functionality of the yellow component.
Thanks!