Officials say gunfire broke out at around 2:15 a.m. near the Isla Café on Westchester Avenue.
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A 37-year-old woman was shot in the leg, a 30-year-old woman was grazed in the shoulder and a 44-year-old woman was grazed in the head.
All were being treated at Jacobi Medical Center with non-life-threatening injuries.
A fourth person, a 28-year-old man, walked into Lincoln Hospital after he was shot in the leg.
Police believe the man may have been the intended target, but the three women may have been innocent bystanders.
The suspect, who was last seen wearing dark clothing, ran away from the scene.
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No arrests have been made and the investigation is ongoing.
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