Posterior P(A|B)
What you believe AFTER seeing the evidence. This is what you want to find.
Likelihood P(B|A)
How often does this evidence appear when A is actually true?
Prior P(A)
Your base belief BEFORE seeing any evidence. How common is A in general?
False alarm rate
How often does the evidence appear even when A is NOT true? (P(B|not-A))