Context Word: overweight. 
Question: PersonX was overweight but PersonY was very fit. _ had to lose weight to keep from getting diabetes. 
Answer: PersonX
PersonX was overweight but PersonY was very fit. _ didn't need to lose weight to keep from getting diabetes.