The shooting happened around midnight Wednesday at the intersection of 46th Street and Girard Avenue.
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Police say a 24-year-old man was walking with a friend when they encountered the suspect, and got into a fight.
The suspect then pulled out a gun and shot one of the men in the lower back, police say.
The victim managed to run to a BP gas station where police and medics were called.
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He was taken to the hospital and is listed in stable condition.
His friend was not hurt in the incident.
Police are reviewing the surveillance cameras in the area.