Every English-Japanese dictionary I checked gives 体格 as one of its glosses for "constitution." In some dictionaries, it is the first gloss. This seems fundamentally wrong, as shown by these definitions:
constitution a person's physical state with regard to vitality, health, and strength: pregnancy had weakened her constitution (New Oxford American)