The woman got into a verbal altercation with three men in the 2200-block of North Lincoln Avenue, police said.
At some point, police said one of the men got out a handgun and fired, hitting the woman in the arm.
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The woman was transported to Illinois Masonic Medical Center in fair condition, police said.
The three men were taken into custody and Area Three detectives are investigating.