xgboost performance with predicted values as input
You could try   the next thing:,   get some   top  k predictions made with   xgboost, and use  only those as features  and   feed them  into  an LogisticRegression model.
I am currious if that will help  in case  you want  to  give a  feedback   on my proposed solution