context: We believe that Brian is a frog. It is impossible that Lily is a swan. It is highly unlikely that Mary picked up the milk.
hypothesis: We believe that 'Brian is a frog' or 'Mary picked up the milk' or both.
valid_hypothesis: We believe that 'Brian is a frog' or 'Mary picked up the milk' or both.
invalid_hypothesis: Chances are slight that 'Brian is a frog' or 'Mary picked up the milk' or both.
problog: 
    and(A,B) :- A,B.
    or(A,B) :- A;B.
    nand(A,B) :- not(and(A,B)).
    nor(A,B) :- not(or(A,B)).
    xor(A,B) :- or(A,B), nand(A,B).
  
    %hop0
    0.75::factA.
    0.0::factB.
    0.05::factC.
    
  
    %hop2
    conclusion:-or(factA,factC).
  
    query(conclusion).
    
hypothesis_assertion: 'Brian is a frog' or 'Mary picked up the milk' or both.