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Be/go down with something
Temporary Illness
The phrase is often used for illnesses that are short-lived and not too severe. 
Colloquial Use
It's common in casual conversation, but not in formal or medical contexts. 
Not for Injuries
Used for diseases or infections, not for physical injuries like a broken leg. 