I'm not sure what you mean when you say "if it succeeds, but the caster level is too low"?
The use a scroll section does not say anything about caster level?
"Use a Scroll: If you are casting a spell from a scroll, you have to decipher it first. Normally, to cast a spell from a scroll, you...