Working on my cabinet doors

When I first got Smokey I saw what looked like glue applied to some of the cabinet doors where the frame was put together.  Now this is different than on the '73 where the cabinet doors are just a single piece of partial board with a vinyl covering.  On those you had to worry about the door turning into sawdust once they got wet from the roof leaking.  But these doors now a days are made out of real wood.  And with time it looks like I will be re-gluing about every door some.  So I took the largest door off Smokey today and will try to figure out how I can clean up and fix them.
It looks like the titebond II would be a good choice, unless someone tells me otherwise.